• OctoTools: A Multi-Agent Framework with Extensible Tools for Complex Reasoning
    Pan Lu, Bowen Chen, Sheng Liu, Rahul Thapa, Joseph Boen, James Zou

  • No Reader Left Behind: Multi-Agent Summaries Everyone Can Understand
    Jimin Jung, MyoungJin Kim, Jaehyung Seo, Heuiseok Lim

  • Discover and Prove: An Open-source Agentic Framework for Hard Mode Automated Theorem Proving in Lean 4
    Chengwu Liu, Yichun Yin, Ye Yuan, Jiaxuan Xie, Botao Li, Siqi Li, Jianhao Shen, Yan Xu, Lifeng Shang, Ming Zhang

  • Your Inference Request Will Become a Black Box: Confidential Inference for Cloud-based Large Language Models
    Chung-ju Huang, Huiqiang Zhao, Yuanpeng He, Lijian Li, Wenpin Jiao, Zhi Jin, PeixuanChen, Leye Wang

  • Rhetorical Questions in LLM Representations: A Linear Probing Study
    Louie Hong Yao, Vishesh Anand, Yuan Zhuang, Tianyu Jiang

  • Dual-Axis Generative Reward Model Toward Semantic and Turn-taking Robustness in Interactive Spoken Dialogue Models
    Yifu Chen, Shengpeng Ji, Zhengqing Liu, Qian Chen, Wen Wang, Ziqing Wang, Yangzhuo Li, Tianle Liang, Zhou Zhao

  • Different types of syntactic agreement recruit the same units within large language models
    Daria Kryvosheieva, Andrea Gregor de Varda, Evelina Fedorenko, Greta Tuckute

  • Empowering Tabular Data Preparation with Language Models: Why and How?
    Mengshi Chen, Yuxiang Sun, Tengchao Li, Jianwei Wang, Kai Wang, Xuemin Lin, Ying Zhang, Wenjie Zhang

  • Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning
    Zhiyuan Fan, Guanqiao Chen, Yanyi HUANG, Mingkuan Zhao, Dadi Guo, Yi R. Fung

  • EASE: Entity-Aware Sub-table Generation for Real-world Multi-table QA
    Myunghoon Kang, Dahyun Jung, Suhyune Son, Seonmin Koo, Changwoo Chun, Daniel Rim, Haeyoung Kwon, Yuna Hur, Heuiseok Lim

  • Benchmarking LLM’s Capability in Reasoning over Conflicting Web References
    Yizhen Yuan, Rui Kong, Dongze Li, Yuanchun Li, Yunxin Liu

  • Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation
    Qianli Wang, Van Bach Nguyen, Yihong Liu, Fedor Splitt, Nils Feldhus, Christin Seifert, Hinrich Schuetze, Sebastian Möller, Vera Schmitt

  • CLEAR: Cross-Lingual Enhancement in Retrieval via Reverse-training
    Seungyoon Lee, Minhyuk Kim, Seongtae Hong, Youngjoon Jang, Dongsuk Oh, Heuiseok Lim

  • Aligning Language Models with Real-time Knowledge Editing
    Chenming Tang, Yutong Yang, Kexue Wang, Yunfang Wu

  • PosterForest: Hierarchical Multi-Agent Collaboration for Scientific Poster Generation
    Jiho Choi, Seojeong Park, Seongjong Song, Hyunjung Shim

  • SLR: Automated Synthesis for Scalable Logical Reasoning
    Lukas Helff, Ahmad Omar, Felix Friedrich, Antonia Wüst, Hikaru Shindo, Rupert Mitchell, Tim Woydt, Patrick Schramowski, Wolfgang Stammer, Kristian Kersting

  • Can Continual Pretraining Bridge the Performance Gap between General-purpose and Specialized Language Models in the Medical Domain?
    Niclas Doll, Jasper Schulze Buschhoff, Shalaka Satheesh, Hammam Abdelwahab, Héctor Allende-Cid, Katrin Klug

  • MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Long-tail Knowledge
    Jie He, Nan Hu, Wanqiu Long, Jiaoyan Chen, Jeff Z. Pan

  • Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding
    Adam Štorek, Mukur Gupta, Samira Hajizadeh, Prashast Srivastava, Suman Jana

  • SenseRel: A Sense-Level Benchmark for Denotational and Connotational Meaning Relations
    Pierluigi Cassotti, Naomi Baes, Stefano De Pascale, Jáder Martins Camboim de Sá, Francesco Periti, Nick Haslam, Dirk Geeraerts, Nina Tahmasebi

  • WebSTAR: Scalable Data Synthesis for Computer Use Agents with Step-Level Filtering
    Yifei He, Pranit Chawla, Yaser Souri, Subhojit Som, Xia Song

  • PR-XAI: PageRank-Based Feature Attribution for Transformers
    Behrooz Azarkhalili, Linyi Li, Maxwell W. Libbrecht

  • CAPruner: Conceptual-Adjacent Scene Graph Pruner for Enhancing 3D Spatial Reasoning of Large Language Models
    Shengli Zhou, Xiangchen Wang, Guanhua Chen, Feng Zheng

  • MauBERT: Universal Phonetic Inductive Biases for Few-Shot Acoustic Units Discovery
    Angelo Ortiz Tandazo, Manel Khentout, Youssef Benchekroun, Thomas Hueber, Emmanuel Dupoux

  • Your Reasoning Model Knows What Counts: Self-Guided Chain-of-Thought Pruning for Efficient Reasoning
    Zi-Ao Ma, Xian-Ling Mao, Tian Lan, Chen Xu, Zhijing Wu

  • ImReasoner: Improving Memory-based Language Models for Reasoning-in-a-Haystack Tasks
    Ching-Yun Ko, Payel Das, Sihui Dai, Georgios Kollias, Subhajit Chaudhury, Aurelie C. Lozano, Pin-Yu Chen

  • How Memory Management Impacts LLM Agents: An Empirical Study of Experience-Following Behavior
    Zidi Xiong, Yuping Lin, Wenya Xie, Pengfei He, Zirui Liu, Jiliang Tang, Himabindu Lakkaraju, Zhen Xiang

  • SACTOR: LLM-Driven Correct and Idiomatic C to Rust Translation with Static Analysis and FFI-Based Verification
    Tianyang Zhou, Ziyi Zhang, Haowen Lin, Somesh Jha, Mihai Christodorescu, Kirill Levchenko, Varun Chandrasekaran

  • IntrAgent: An LLM Agent for Content-Grounded Information Retrieval through Literature Review
    Fengbo Ma, Zixin Rao, Xiaoting Li, Zhetao Chen, Hongyue Sun, Yiping Zhao, Xianyan Chen, Zhen Xiang

  • Reasoning over Precedents Alongside Statutes: Case-Augmented Deliberative Alignment for LLM Safety
    Can Jin, Rui Wu, Tong Che, Qixin Zhang, Hongwu Peng, Jiahui Zhao, Zhenting Wang, Wenqi Wei, Ligong Han, Zhao Zhang, Yuan Cao, Ruixiang Tang, Dimitris N. Metaxas

  • Hybrid Autoregressive-Diffusion Model for Real-Time Sign Language Production
    Maoxiao Ye, Xinfeng Ye, Sathiamoorthy Manoharan

  • Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models
    Zhiqing Cui, Binwu Wang, Qingxiang Liu, Yeqiang Wang, Zhengyang Zhou, Yuxuan Liang, Yang Wang

  • AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering
    Zheyuan Zhang, Kaiwen Shi, Zhengqing Yuan, Zehong Wang, Tianyi Ma, Keerthiram Murugesan, Vincent Galassi, Chuxu Zhang, Yanfang Ye

  • MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings
    Haonan Chen, Hong Liu, Yuping Luo, Liang Wang, Nan Yang, Furu Wei, Zhicheng Dou

  • ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL
    Yaxun dai, Wenxuan Xie, Xialie Zhuang, Tianyu Yang, Ziyi Liu, Haiqin Yang, Yiying Yang, Yuhang Zhao, Pingfu Chao, Wenhao Jiang

  • DecIF: Improving Instruction-Following through Decomposition
    Tingfeng Hui, Pengyu Zhu, Bowen Ping, Ling Tang, Guanting Dong, Yaqi Zhang, Sen Su

  • NavA³: Understanding Any Instruction, Navigating Anywhere, Finding Anything
    Lingfeng Zhang, Xiaoshuai Hao, Yingbo Tang, Haoxiang Fu, Xinyu Zheng, Pengwei Wang, Zhongyuan Wang, Wenbo Ding, Shanghang Zhang

  • FastV-RAG: Towards Fast and Fine-Grained Video QA with Retrieval-Augmented Generation
    Gen Li, Peiyu Liu

  • Efficient Provably Secure Linguistic Steganography via Range Coding
    Ruiyi Yan, Yugo Murawaki

  • Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
    Kai Zou, Ziqi Huang, Yuhao Dong, Shulin Tian, Dian Zheng, Hongbo Liu, Jingwen He, Bin Liu, Yu Qiao, Ziwei Liu

  • MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search
    Sheng Zhang, Junyi Li, Yingyi Zhang, Pengyue Jia, Yichao Wang, Xiaowei Qian, Wenlin Zhang, Maolin Wang, Yong Liu, Xiangyu Zhao

  • CAPC-CG: A Large-Scale, Expert-Directed LLM-Annotated Corpus of Adaptive Policy Communication in China
    Bolun Sun, Charles Chang, Yuen Yuen Ang, Ruotong Mu, Yuchen Xu, Zhengxin Zhang

  • MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems
    Shuhang Chen, Hangjie Yuan, Yunqiu Xu, Pengwei Liu, Tao Feng, Jun Cen, Zeying Huang, Yi Yang

  • Anchored Sliding Window: Toward Robust and Imperceptible Linguistic Steganography
    Ruiyi Yan, Shiao Meng, Yugo Murawaki

  • What Makes Good Instruction-Tuning Data? An In-Context Learning Perspective
    Guangzeng Han, Xiaolei Huang

  • RoBSA: RoPE-based Blockwise Sparse Multi-head Latent Attention
    Xinyu Shi, Kairong Luo, Zhen Zheng, Wenguang Chen

  • XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration
    Nuo Chen, Andre Lin HuiKai, Jiaying Wu, Junyi Hou, Zining Zhang, Qian Wang, Xidong Wang, Bingsheng He

  • Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution
    Beidan Liu, Zhengqiu Zhu, Chen Gao, Tianle Pu, Yong Zhao, Wei Qi, Quanjun Yin

  • A Game-Theoretica Negotiation Framework for Cross-Cultural Consensus
    Guoxi Zhang, Jiawei Chen, Tianzhuo Yang, Jiaming Ji, Yaodong Yang, Juntao Dai

  • Focusing Condition: Inference-Time Self-Contrastive Steering Elicits Better Conditional Text Embeddings in LLMs
    Zifeng Cheng, Lingyun Qian, Zhiwei Jiang, Cong Wang, Yafeng Yin, Fei Shen, Ao Zhou, Qing Gu

  • Exploring Attention Attractors in Large Language Models
    Ziheng Wang, Zihao Yue, Wenxuan Wang, Qin Jin

  • Identifying the Periodicity of Information in Natural Language
    Yulin OU, Yu Wang, Yang Xu, Hendrik Buschmeier

  • EmoHarbor: Evaluating Personalized Emotional Support by Simulating the User’s Internal World
    Jing Ye, Lu Xiang, Yaping Zhang, Chengqing Zong

  • ReasonEmbed: Enhanced Text Embeddings for Reasoning-Intensive Document Retrieval
    Jianlyu Chen, Junwei Lan, Chaofan Li, Defu Lian, Zheng Liu

  • SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models
    Binxian Su, Haoye Lou, Shucheng Zhu, Weikang Wang, Ying Liu, Dong Yu, Pengyuan Liu

  • VALU: A Benchmark for Video Anomaly Temporal Localization and Understanding at Multiple Semantic Levels
    Yixiao He, Menghao Zhang, Haifeng Sun, Jing Wang, Kangheng Lin, Jinghan Wang, Chenye Xu, Pengfei Ren, Qi Qi, Jingyu Wang

  • CoreGaze: Core Subgraph-Driven Visual Gaze Diffusion for Training-Free Referring Multimodal Large Language Models
    Xiaoyang Yi, Jing Chen, Yuru Bao, Jian Zhang

  • RespiraMFM: A Multimodal Foundation Model with Contrastive Audio-Language Alignment for Respiratory Disease Identification
    Shakhrul Iman Siam, Tiantian Feng, Jiankun Zhang, Shrikanth Narayanan, Mi Zhang

  • Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios
    Conghui Niu, Ningxin Wu, Ziran Zhao, Dong Yu, Chen Kang, Pengyuan Liu

  • Crosscoding Through Time: Tracking Emergence & Consolidation Of Linguistic Representations Throughout LLM Pretraining
    Deniz Bayazit, Aaron Mueller, Antoine Bosselut

  • Is EEG-to-Text Feasible in Real-World Scenarios? An In-Depth Analysis Using a Neuropsychology-Inspired Benchmark
    Zihan Zhang, Yu Bao, Xiao Ding, Tianyi Jiang, Kai Xiong

  • ControlAudio: Tackling Text-Guided, Timing-Indicated and Intelligible Audio Generation via Progressive Diffusion Modeling
    Yuxuan Jiang, Zehua Chen, Zeqian Ju, Yusheng Dai, Weibei Dou, Jun Zhu

  • PrefixNLI: Detecting Factual Inconsistencies as Soon as They Arise
    Sapir Harary, Eran Hirsch, Aviv Slobodkin, David Wan, Mohit Bansal, Ido Dagan

  • Punctuation-Steered Representation Fine-Tuning
    Zheng Gong, Ying Sun, Ping Li, Yi Zheng, Zhefeng Wang

  • RAM-SD: Retrieval-Augmented Multi-agent framework for Sarcasm Detection
    Ziyang Zhou, Ziqi Liu, Yan Wang, Yiming Lin, Yangbin Chen

  • On the Emergence and Test-Time Use of Structural Information in Large Language Models
    Michelle Chao Chen, Moritz Miller, Bernhard Schölkopf, Siyuan Guo

  • SAGE: A Search-AuGmented Evaluation of Large Language Models on Free‑Form QA
    Sher Badshah, Ali Emami, Hassan Sajjad

  • J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization
    Austin Xu, Yilun Zhou, Xuan-Phi Nguyen, Caiming Xiong, Shafiq Joty

  • A Functionality-Grounded Benchmark for Evaluating Web Agents in E-commerce Domains
    Xianren Zhang, Shreyas Prasad, Di Wang, Qiuhai Zeng, Suhang Wang, Wenbo Yan, Mat Hans

  • Reinforcement Learning for Self-Improving Agent with Skill Library
    Jiongxiao Wang, Qiaojing Yan, Yawei Wang, Yijun Tian, Soumya Smruti Mishra, Zhichao Xu, Megha Gandhi, Panpan Xu, Lin Lee Cheong

  • CachePrune: Teaching LLMs What Not to Follow via KV-Cache Editing
    Rui Wang, Junda Wu, Yu Xia, Tong Yu, Ruiyi Zhang, Ryan Rossi, Subrata Mitra, Lina Yao, Julian McAuley

  • Flip-Flop Consistency: Unsupervised Training for Robustness to Prompt Perturbations in LLMs
    Parsa Hejabi, Elnaz Rahmati, Alireza Salkhordeh Ziabari, Morteza Dehghani

  • Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection
    Zedian Shao, Hongbin Liu, Yuepeng Hu, Neil Zhenqiang Gong

  • Logic Matters in Lightweight Hallucination Classification for RAG System
    Ningyuan Yang, Kaizhu Huang

  • Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning
    Shuyao Xu, Cheng Peng, Jiangxuan Long, Weidi Xu, Wei Chu, Yuan Qi

  • Grammar Search for Multi-Agent Systems
    Mayank Singh, Vikas Yadav, Shiva Krishna Reddy Malay, Shravan Nayak, Sai Rajeswar, Sathwik Tejaswi Madhusudhan, Eduardo Blanco

  • ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval
    David H. Yang, Yuxuan Zhu, Mohammad Mohammadi Amiri, Keerthiram Murugesan, Tejaswini Pedapati, Subhajit Chaudhury, Pin-Yu Chen

  • Explicit Trait Inference for Multi-Agent Coordination
    Suhaib Abdurahman, Etsuko Ishii, Katerina Margatina, Divya Bhargavi, Monica Sunkara, Yi Zhang

  • SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
    Yuxin Xiao, Shujian Zhang, Marzyeh Ghassemi, Wenxuan Zhou

  • Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness
    Amin Banayeeanzade, Ala N. Tak, Fatemeh Bahrani, Anahita Bolourani, Leonardo Blas, Emilio Ferrara, Jonathan Gratch, Sai Praneeth Karimireddy

  • Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech
    Siqi Ouyang, Shuoyang Ding, Oleksii Hrinchuk, Vitaly Lavrukhin, Brian Yan, Boris Ginsburg, Lei Li

  • Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering
    Songtao Jiang, Yuan Wang, Ruizhe Chen, Yan Zhang, Ruilin Luo, Bohan Lei, Yeying Jin, Sibo Song, ZhiBo Yang, Jimeng Sun, Jian Wu, Zuozhu Liu

  • CRISP: Persistent Concept Unlearning via Sparse Autoencoders
    Tomer Ashuach, Dana Arad, Aaron Mueller, Martin Tutek, Yonatan Belinkov

  • LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification
    Penghui Yang, Cunxiao Du, Fengzhuo Zhang, Haonan Wang, Tianyu Pang, Chao Du, Bo An

  • Using Perspectival Words Is Harder Than Vocabulary Words for Humans —and Even More So for Multimodal Language Models
    Dota Tianai Dong, Yifan Luo, Po-Ya Angela Wang, Asli Ozyurek, Paula Rubio-Fernandez

  • CHIMERA: A Knowledge Base of Scientific Idea Recombinations for Research Analysis and Ideation
    Noy Sternlicht, Tom Hope

  • Towards Robust Real-World Spreadsheet Understanding with Multi-Agent Multi-Format Reasoning
    Houxing Ren, Mingjie Zhan, Zimu Lu, Ke Wang, Yunqiao Yang, Haotian Hou, Hongsheng Li

  • GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks
    Jianwen Luo, Yiming Huang, Jinxiang Meng, Fangyu Lei, Shizhu He, Xiao Liu, Shanshan Jiang, Bin Dong, Jun Zhao, Kang Liu

  • Erasing Without Remembering: Implicit Knowledge Forgetting in Large Language Models
    Huazheng Wang, Yongcheng Jing, Haifeng Sun, Yingjie Wang, Jingyu Wang, Jianxin Liao, Dacheng Tao

  • Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation
    Xingyu Zhu, Junfeng Fang, Shuo Wang, Beier Zhu, Zhicai Wang, Yonghui Yang, Xiangnan He

  • APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention
    Yuxiang Huang, Mingye Li, Xu Han, Chaojun Xiao, Weilin Zhao, Ao Sun, Ziqi Yuan, Hao Zhou, Fandong Meng, Zhiyuan Liu

  • AraVQA: Building a New Arabic Factoid Visual Question Answering Dataset from Wikipedia
    Sultan Alrowili, Younes Samih, Abed Alhakim Freihat, Mathan Kumar Eswaran

  • What is a protest anyway? Codebook conceptualization is still a first-order concern in LLM-era classification
    Andrew Halterman, Katherine Keith

  • When Misinformation Speaks and Converses: Rethinking Fact-Checking in Audio Platforms
    Chaewan Chun, Delvin Ce Zhang, Dongwon Lee

  • Contextual Relevance and Adaptive Sampling for LLM-Based Document Reranking
    Jerry Huang, Siddarth Madala, Cheng Niu, Julia Hockenmaier, Tong Zhang

  • Does Self-Consistency Improve the Recall of Encyclopedic Knowledge?
    Sho Hoshino, Ukyo Honda, Peinan Zhang

  • Quantifying Aleatoric Uncertainty of In-Context Learning for Robust Measure of LLM Prediction Confidence
    Jinseok Chung, Minkyoung Song, Hyunji Jung, Namhoon Lee

  • SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs
    Yanxiao Zhao, Yaqian Li, Zihao Bo, Rinyoichi Takezoe, Haojia Hui, Mo Guang, Lei Ren, Xiaolin Qin, Kaiwen Long

  • Not All Directions Matter: Towards Structured and Task-Aware Low-Rank Model Adaptation
    Xi Xiao, Chenrui Ma, Yunbei Zhang, Chen Liu, Zhuxuanzi Wang, Yanshu Li, Lin Zhao, Guosheng Hu, Tianyang Wang, Hao Xu

  • ReContraster: Making Your Posters Stand Out with Regional Contrast
    Peixuan Zhang, Zijian Jia, Ziqi Cai, Shuchen Weng, Si Li, Boxin Shi

  • Mechanistic Interpretability Should Prioritize Feature Consistency in Sparse Autoencoders
    Xiangchen Song, Aashiq Muhamed, Yujia Zheng, Lingjing Kong, Zeyu Tang, Mona T. Diab, Virginia Smith, Kun Zhang

  • EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning
    Jiawei Liu, Qisi Chen, Jianshu Zhang, Quan Liu, Defu Lian

  • EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning
    Jiawei Liu, Qisi Chen, Jianshu Zhang, Quan Liu, Defu Lian

  • From Data-Centric to Sample-Centric: Enhancing LLM Reasoning via Progressive Optimization
    Xinjie Chen, Minpeng Liao, Guoxin Chen, Chengxi Li, Biao Fu, Kai Fan, Xinggao Liu

  • CARES: Context-Aware Resolution Selector for VLMs
    Moshe Kimhi, Nimrod Shabtay, Raja Giryes, Chaim Baskin, Eli Schwartz

  • ChatR1: Reinforcement Learning for Conversational Reasoning and Retrieval Augmented Question Answering
    Simon Lupart, Mohammad Aliannejadi, Evangelos Kanoulas

  • Think in Sentences: Explicit Sentence Boundaries Enhance Language Model’s Capabilities
    Zhichen Liu, Yongyuan Li, Yang Xu

  • MORPHOGEN: A Multilingual Benchmark for Evaluating Gender-Aware Morphological Generation
    Mehul Agarwal, Aditya Aggarwal, Arnav Goel, Medha Hira, Anubha Gupta

  • TeRA: Vector-based Random Tensor Network for High-Rank Adaptation of Large Language Models
    Yuxuan Gu, Wuyang Zhou, Giorgos Iacovides, Danilo Mandic

  • GenDis: Generative-Discriminative Dual-View Co-Training for Generalized Category Discovery
    Xi Chen, Chuan Qin, Jinpeng Li, Shasha Hu, Chao Wang, Hengshu Zhu, Hui Xiong

  • CodeHacker: Automated Test Case Generation for Detecting Vulnerabilities in Competitive Programming Solutions
    Jingwei Shi, Xinxiang Yin, Jing Huang, Jinman Zhao, Shengyu Tao

  • Identifying Bias in Machine-generated Text Detection
    Kevin Stowe, Svetlana Afanaseva, Rodolfo Raimundo, Yitao Sun, Kailash Patil

  • DE-CLIP: Few-Shot Anomaly Detection via Difference-Guided Embedding Editing
    Yage Zhang, Yukun Jiang, Michael Backes, Yang Zhang

  • Culinary Crossroads: A RAG Framework for Enhancing Diversity in Cross-Cultural Recipe Adaptation
    Tianyi Hu, Andrea Morales-Garzón, Jingyi Zheng, Maria Maistro, Daniel Hershcovich

  • Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding
    Yuhang Zhou, Mingrui Zhang, Ke Li, Mingyi Wang, Qiao Liu, Qifei Wang, Jiayi Liu, Fei Liu, Serena Li, Weiwei Li, Mingze Gao, Abhishek Kumar, Xiangjun Fan, Zhuokai Zhao, Lizhu Zhang

  • MMCLIP: Cross-Modal Attention Masked Modelling for Medical Language-Image Pre-Training
    Biao Wu, Yutong Xie, Zeyu Zhang, Vu Minh Hieu Phan, Qi Chen, Ling Chen, Qi Wu

  • LaMI: Augmenting Large Language Models via Late Multi-Image Fusion
    Guy Yariv, Idan Schwartz, Yossi Adi, Sagie Benaim

  • MMSearch-R1: Incentivizing LMMs to Search
    Jinming Wu, Zihao Deng, Wei Li, Yiding Liu, Bo You, Bo Li, Zejun Ma, Ziwei Liu

  • Toward Secure Tuning: Mitigating Security Risks from Instruction Fine-Tuning
    Yanrui Du, Fenglei Fan, Sendong Zhao, Jiawei Cao, Ming Ma, Danyang Zhao, Shuren Qi, Ting Liu, Bing Qin

  • SDE-SQL: Enhancing Text-to-SQL Generation in Large Language Models via Self-Driven Exploration with SQL Probes
    Wenxuan Xie, Yaxun Dai, Wenhao Jiang

  • Splits! Flexible Sociocultural Linguistic Investigation at Scale
    Eylon Caplan, Tania Chakraborty, Dan Goldwasser

  • Thinking beyond the anthropomorphic paradigm benefits LLM research
    Lujain Ibrahim, Myra Cheng

  • Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification
    Qisheng Hu, Quanyu Long, Wenya Wang

  • Breaking the Generator Barrier: Disentangled Representation for Generalizable AI-Text Detection
    Xiao Pu, Zepeng Cheng, Lin Yuan, Yu Wu, Xiuli Bi

  • PUPPET: Neural-Symbolic Standardized Patients for Mental Health
    Chen Xu, Yu ji, Zhenyu Lv, Yang Yi, Yizhe Yang, Luyao Ji, Chaoyi Chen, Xianyang Wang, Tian Lan, Zhihua Wang, Juan Wang, Xunde Dong, Fuze Tian, Qunxi Dong, Bin Hu

  • LightReasoner: Can Small Language Models Teach Large Language Models Reasoning?
    Jingyuan Wang, Yankai Chen, Zhonghang Li, Chao Huang

  • OneRec-Think: In-Text Reasoning for Generative Recommendation
    Zhanyu Liu, Shiyao Wang, Xingmei Wang, Rongzhou Zhang, Jiaxin Deng, Honghui Bao, Jinghao Zhang, Wuchao Li, Pengfei Zheng, Xiangyu Wu, Yifei Hu, Qigen Hu, Xinchen Luo, Lejian Ren, Zixing Zhang, Qianqian Wang, Kuo Cai, Yunfan Wu, Hongtao Cheng, Zexuan Cheng, Lu Ren, Huanjie Wang, Yi Su, Ruiming Tang, Kun Gai, Guorui Zhou

  • AwarenessBench: Assessing Cognitive Capabilities of Language Models
    Xiaojian Li, Rongwu Xu, Tianyun Zhang, Yue Wang, Shuo Chen, Qiner Lyu, Briana Zhang, Peiran Yang, Kyle Xue Chen, Haoyuan Shi, Yu Wang, Wei Xu

  • Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning
    Rui Pu, Chaozhuo Li, Rui Ha, Litian Zhang, Lirong Qiu, Xi Zhang

  • SCAN: Structured Capability Assessment and Navigation for LLMs
    Zongqi Wang, Tianle Gu, Chen Gong, Xin Tian, Siqi Bao, Yujiu Yang

  • EMCEE: Improving Multilingual Capability of LLMs via Bridging Knowledge and Reasoning with Extracted Synthetic Multilingual Context
    Hamin Koo, Jaehyung Kim

  • Can LLMs Learn to Map the World from Local Descriptions?
    Sirui Xia, Aili Chen, Xintao Wang, Tinghui Zhu, Yikai Zhang, Jiangjie Chen, Yanghua Xiao

  • LEASH: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model
    Yanhao Li, Lu Ma, Jiaran Zhang, Lexiang Tang, Wentao Zhang, Guibo Luo

  • ALIGN: Word Association Learning for Cultural Alignment in Large Language Models
    Chunhua Liu, Kabir Manandhar Shrestha, Sukai Huang

  • Full-Duplex-Bench-v2: A Multi-Turn Evaluation Framework for Duplex Dialogue Systems with an Automated Examiner
    Guan-Ting Lin, Shih-Yun Shan Kuan, Jiatong Shi, Kai-Wei Chang, Siddhant Arora, Shinji Watanabe, Hung-yi Lee

  • RealTalk-CN: A Realistic Chinese Speech Task-Oriented Dialogue Benchmark with Cross-Modal Analysis
    Enzhi Wang, Jiaming Zhou, Yuhang Jia, Aobo Kong, Qicheng Li, Yong Qin

  • HOPE: Hybrid Optimized Parallel Encoding with Supervised and Unsupervised Semantic Fusion for Depression Symptom Detection
    Tu-Phuong Mai, Minh-Ha Le H., Duc-Luong Tran, Phuong-Anh Chu, Duy-Cat Can, Hoang-Quynh Le

  • Bias Fitting to Mitigate Length Bias of Reward Model in RLHF
    Kangwen Zhao, Jianfeng Cai, Jinhua Zhu, Ruopei Sun, Dongyun Xue, Wengang Zhou, Li Li, Houqiang Li

  • Situated Embedding Models for Context-Aware Dense Retrieval
    Junjie Wu, Jiangnan Li, Yuqing Li, Lemao Liu, Liyan Xu, Jiwei Li, Dit-Yan Yeung, Jie Zhou, Mo Yu

  • Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards
    Xinyu Tang, Yuliang Zhan, Zhixun Li, Xin Zhao, Zhenduo Zhang, Zujie Wen, Zhiqiang Zhang, Jun Zhou

  • Beyond Examples: Towards Automated Thought-level In-Context Reasoning for Large Language Models
    Jinyang Wu, Mingkuan Feng, Shuai Zhang, Feihu Che, Zhengqi Wen, Chonghua Liao, Ling Yang, Haoran Luo, Zheng Lian, Jianhua Tao

  • Two-Stage Regularization-Based Structured Pruning for LLMs
    Mingkuan Feng, Jinyang Wu, Siyuan Liu, Shuai Zhang, Hongjian Fang, Ruihan Jin, Feihu Che, Pengpeng Shao, Zhengqi Wen, Jianhua Tao

  • K-Merge: Online Continual Merging of Adapters for On-device Large Language Models
    Donald Shenaj, Ondrej Bohdal, Taha Ceritli, Mete Ozay, Pietro Zanuttigh, Umberto Michieli

  • SAC: Neural Speech Codec with Semantic-Acoustic Dual-Stream Quantization
    Wenxi Chen, Ruiqi Yan, Yushen Chen, Zhikang Niu, Ziyang Ma, Xiquan Li, Yuzhe Liang, Hanlin Wen, Shunshun Yin, Ming Tao, Xinsheng Wang, Xie Chen

  • CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization
    Zhongyuan Peng, Yifan Yao, Kaijing Ma, Shuyue Guo, Yizhe Li, Yichi Zhang, Chenchen Zhang, Yifan Zhang, Zhouliang Yu, Luming Li, Minghao Liu, Yihang Xia, Jiawei Shen, Yuchen Wu, Yixin Cao, Zhaoxiang Zhang, Wenhao Huang, Jiaheng Liu, Ge Zhang

  • TRACE: Evaluating Execution Efficiency of LLM-Based Code Translation
    Zhihao Gong, Zeyu Sun, Dong Huang, Qingyuan Liang, Jie M. Zhang, Dan Hao

  • One Tokenizer To Rule Them All: Emergent Language Plasticity via Multilingual Tokenizers
    Diana Abagyan, Alejandro R. Salamanca, Andres Felipe Cruz-Salinas, Kris Cao, Hangyu Lin, Acyr Locatelli, Marzieh Fadaee, Ahmet Üstün, Sara Hooker

  • It’s Not What You Say, It’s How You Say It: Evaluating LLM Responses to Expressions of Belief
    Kevin Du, Clara Kuempel, Michelle Wastl, Alex Warstadt

  • CiPO: Counterfactual Unlearning for Large Reasoning Models through Iterative Preference Optimization
    Junyi Li, Yongqiang Chen, Ningning Ding

  • DIA-HARM: Dialectal Disparities in Harmful Content Detection Across 50 English Dialects
    Jason S Lucas, Matt Murtagh White, Ali Al-Lawati, Uchendu Uchendu, Adaku Uchendu, Dongwon Lee

  • Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression
    Dahyun Jung, Jaewook Lee, Heuiseok Lim

  • Optimizing Length Compression in Large Reasoning Models
    Zhengxiang Cheng, Dongping Chen, Mingyang Fu, Tianyi Zhou

  • Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders
    Yupeng Hou, Jiacheng Li, Xiangjun Fu, Zhankui He, An Yan, Xiusi Chen, Julian McAuley

  • Evolutionary Guided Decoding: Iterative Value Refinement for LLMs
    Zhenhua Liu, Lijun Li, Ruizhe Chen, Yuxian Jiang, Tong Zhu, Zhaochen Su, Wenliang Chen, Jing Shao

  • CRAFT: Training-Free Cascaded Retrieval for Tabular QA
    Adarsh Singh, Kushal Raj Bhandari, Jianxi Gao, Soham Dan, Vivek Gupta

  • Evaluating Legal Reasoning Traces with Legal Issue Tree Rubrics
    Jinu Lee, Kyoung-Woon On, Simeng Han, Arman Cohan, Julia Hockenmaier

  • KG-MuLQA: A Framework for KG-based Multi-Level QA Extraction and Long-Context LLM Evaluation
    Nikita Tatarinov, Vidhyakshaya Kannan, Haricharana Srinivasa, Arnav Raj, Harpreet Singh Anand, Varun Singh, Aditya Luthra, Ravij Lade, Agam Shah, Sudheer Chava

  • COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context
    Guangya Wan, Mingyang Ling, Xiaoqi Ren, Rujun Han, Sheng Li, Zizhao Zhang

  • BracketRank: Large Language Model Document Ranking via Reasoning-based Competitive Elimination
    Abdelrahman Abdallah, Mohammed Ali, Bhawna Piryani, Adam Jatowt

  • Multi-component Causal Tracing in Large Language Models
    Zirui Yan, Dennis Wei, Dmitriy A. Katz, Prasanna Sattigeri, Ali Tajer

  • Sparse Feature Coactivation Reveals Causal Semantic Modules in Large Language Models
    Ruixuan Deng, Xiaoyang Hu, Miles Gilberti, Shane Storks, Aman Taxali, Mike Angstadt, Chandra Sripada, Joyce Chai

  • TensorLens: End-to-End Transformer Analysis via High-Order Attention Tensors
    Ido Andrew Atad, Itamar Zimerman, Shahar Katz, Lior Wolf

  • Inferring Events from Time Series using Language Models
    Mingtian Tan, Mike A Merrill, Zachary Gottesman, Tim Althoff, David Evans, Thomas Hartvigsen

  • OASIS: Online Sample Selection for Continual Instruction Tuning
    Minjae Lee, Minhyuk Seo, Tingyu Qu, Tinne Tuytelaars, Jonghyun Choi

  • Make Mechanistic Interpretability Auditable: A Call to Develop Guidelines via Continuous Collaborative Reviewing
    Michael Lan, Narmeen Fatimah Oozeer, Chaithanya Bandi, Philip Quirke, Austin Meek, Fazl Barez, Amir Abdullah

  • Mitigating Context Interference for Reliable and Efficient Search Agents
    Boyang XUE, Bin Wu, Shuofei Qiao, Sheng Wang, Rui Wang, Yiming Du, Hongru WANG, Jeff Z. Pan, Emine Yilmaz, Kam-Fai Wong, Aldo Lipani

  • Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization
    Shaohua Duan, Pengcheng Huang, Xinze Li, Zhenghao Liu, Xiaoyuan Yi, Yukun Yan, Shuo Wang, Yu Gu, Ge Yu, Maosong Sun

  • Long Context Modeling with Ranked Memory-Augmented Retrieval
    Ghadir Alselwi, Hao Xue, Shoaib Jameel, Basem Suleiman, Flora Salim, Imran Razzak

  • A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage
    Congmin Zheng, Jiachen Zhu, Zhuoying Ou, Yuxiang Chen, Kangning Zhang, Rong Shan, Zeyu Zheng, Mengyue Yang, Jianghao Lin, Yong Yu, Weinan Zhang

  • CODERL+: Improving Code Generation via Reinforcement with Execution Semantics Alignment
    Xue Jiang, Yihong Dong, Mengyang Liu, Hongyi Deng, Tian Wang, Yongding Tao, Zhi Jin, Wenpin Jiao, Ge Li

  • Saber: Efficient Sampling with Adaptive Acceleration and Backtracking Enhanced Remasking for Diffusion Language Model in Code Generation
    Yihong Dong, Zhaoyu Ma, Xue Jiang, Zhiyuan Fan, Jiaru Qian, Yongmin Li, Jianha Xiao, Zhi Jin, Ge Li

  • Big AI is Accelerating the Metacrisis: What Can We Do?
    Steven Bird

  • Debiased Orthogonal Boundary-Driven Efficient Noise Mitigation
    Hao Li, Jiayang Gu, Jingkuan Song, An Zhang, Lianli Gao

  • Collaborative Chain-of-Agents for Parametric-Retrieved Knowledge Synergy
    Yi Jiang, Sendong Zhao, Jianbo Li, Haochun Wang, Lizhe Zhang, Yan Liu, Bing Qin

  • APPSI-139: A Parallel Corpus of English Application Privacy Policy Summarization and Interpretation
    Pengyun Zhu, Qiheng Sun, Long Wen, Yanbo Wang, Yang Cao, Junxu Liu, Deyi Xiong, Jinfei Liu, Zhibo Wang, Kui Ren

  • Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding
    Da Li, Yuxiao Luo, Keping Bi, Jiafeng Guo, Wei Yuan, Biao Yang, Yan Wang, Fan Yang, Tingting Gao, Guorui Zhou

  • LLM-XTM: Enhancing Cross-Lingual Topic Models with Large Language Models
    Minh Chu Xuan, Tien-Phat Nguyen, Linh Ngo Van, Dinh Viet Sang, Nguyen Thi Ngoc Diep, Trung Le

  • Open Your Model’s Eyes: Video and Context-Aware Multimodal Backchannel Prediction
    Min-Jae Kim, Jun-Yeong Moon, Mujeen Sung, Gyeong-Moon Park

  • Bringing Real-World Relations into Video Generation with Graph-Structured Knowledge
    Joonhyung Park, Jaeyun Song, Sihwan Park, Eunho Yang

  • FC-TTS: Style and Timbre Control in Zero-Shot Text-to-Speech with Disentangled Speech Representations
    Yoonhyung Lee, Hyunsin Park, Jinhwan Park, Jinkyu Lee

  • SAGE: Sparse Adaptive Guidance for Dependency-Aware Tabular Data Generation
    Shuo Yang, Zheyu Zhang, Bardh Prenkaj, Gjergji Kasneci

  • Mask-to-Correct⁺: Leveraging Retriever Diversity for Masking-guided Faithful Fact Correction
    Payel Santra, Lavisha Sharma, Madhusudan Ghosh, Partha Basuchowdhuri

  • From Factuality to Meta-Factivity: A Cognitive Blueprint for Trustworthy LLMs
    Daohuan Liu, Lun Xia, Yuer Wang, Jiaoyang Su, Xuri Tang

  • Native Hybrid Attention for Efficient Sequence Modeling
    Jusen Du, Jiaxi Hu, Zhang Tao, Weigao Sun, Yu Cheng

  • UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities
    Woongyeong Yeo, Kangsan Kim, Soyeong Jeong, Jinheon Baek, Sung Ju Hwang

  • Crossing the Reward Bridge: Expanding Reinforcement Learning with Verifiable Rewards Across Diverse Domains
    Yi Su, Dian Yu, Linfeng Song, Juntao Li, Haitao Mi, Zhaopeng Tu, Min Zhang, Dong Yu

  • From ID to LLM: Rethinking Representation Learning for Recommendation
    Song-Li Wu, Zhaocheng Du, Weinan Gan, Jingyi Wang, Xianquan Wang

  • DMHM: Density-aware Manifold Learning and Hybrid Mahalanobis Energy for LLMs-generated Text Detection
    Tianle Liu, Zhiliang Tian, Zhen Huang, Tianlun Liu, Jingyuan Huang, Zhaoning Zhang, Chengcheng Shao, Dongsheng Li

  • Dynamic Emotion and Personality Profiling for Multimodal Deception Detection
    Li Zheng, Yanyi Luo, Hao Fei, Yuzhe Ding, Yujie Huang, Fei Li, Chong Teng, Donghong Ji

  • Can We Predict Before Executing Machine Learning Agents?
    Jingsheng Zheng, Jintian Zhang, Yujie Luo, Yuren Mao, Yunjun Gao, Lun Du, Huajun Chen, Ningyu Zhang

  • IMPACT: Importance-Aware Activation Space Reconstruction
    Md Mokarram Chowdhury, Daniel Agyei Asante, Ernie Chang, Yang Li

  • SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling
    Yupeng Chang, Yuan Wu, Yi Chang

  • SDiaReward: Modeling and Benchmarking Spoken Dialogue Rewards with Modality and Colloquialness
    Jingyu Lu, Yuhan Wang, Fan Zhuo, Xize Cheng, Changhao Pan, Xueyi Pu, Yifu Chen, Chenyuhao Wen, Tianle Liang, Zhou Zhao

  • Looking at Radiology Report Generation through a Causal Lens: A Survey
    Satyam Kumar, Kaustubh Shivshankar Shejole, Pushpak Bhattacharyya

  • CTTA-T: Continual Test-Time Adaptation for Text Understanding via Teacher-Student with a Domain-aware and Generalized Teacher
    Tianlun Liu, Zhiliang Tian, Zhen Huang, Xingzhi Zhou, Wanlong Yu, Tianle Liu, Feng Liu, Dongsheng Li

  • Adam’s Law: Textual Frequency Law on Large Language Models
    Hongyuan Lu, Zixuan Li, Zefan Zhang, Bowen Cao, Wai Lam

  • Disco-RAG: Discourse-Aware Retrieval-Augmented Generation
    Dongqi Liu, Hang Ding, Qiming Feng, Xurong Xie, Zhucun Xue, Chengjie Wang, Jian Li, Jiangning Zhang, Yabiao Wang

  • Stable Language Guidance for Vision–Language–Action Models
    Zhihao Zhan, Yuhao Chen, Jiaying Zhou, Qinhan Lyu, Hao Liu, Keze Wang, Liang Lin, Guangrun Wang

  • Controlling Multimodal Conversational Agents with Coverage-Enhanced Latent Actions
    Yongqi Li, Hao Lang, Tieyun Qian, Yongbin Li

  • Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation
    Zhengyi Zhao, Shubo Zhang, Zezhong Wang, Yuxi Zhang, Huimin Wang, Yutian Zhao, Yefeng Zheng, Binyang Li, Kam-Fai Wong, Xian Wu

  • Are Emotion and Rhetoric Neurons in LLM? Neuron Recognition and Adaptive Masking for Emotion-Rhetoric Prediction Steering
    Li Zheng, Xin Zhang, Shuyi He, Fei Li, Chong Teng, Jiang-Ming Yang, Donghong Ji, Zhuang Li

  • Towards Fine-Grained and Multi-Granular Contrastive Language-Speech Pre-training
    Yifan Yang, Bing Han, Hui Wang, Wei Wang, Ziyang Ma, Long Zhou, Zengrui Jin, Guanrou Yang, Tianrui Wang, Xu Tan, Xie Chen

  • Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods
    Chenfei Liao, Wensong Wang, Zichen Wen, Xu Zheng, Yiyu Wang, Haocong He, Yuanhuiyi Lyu, Lutao Jiang, Xin Zou, Yuqian Fu, Bin Ren, Linfeng Zhang, Xuming Hu

  • Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning
    Bo Li, Mingda Wang, Gexiang Fang, Shikun Zhang, Wei Ye

  • Between a Rock and a Hard Place: The Tension Between Ethical Reasoning and Safety Alignment in LLMs
    Shei Pern Chua, Zhen Leng Thai, Kai Jun Teh, Xiao Li, Qibing Ren, Xiaolin Hu

  • EventWeave: A Dynamic Framework for Capturing Core and Supporting Events in Dialogue Systems
    Zhengyi Zhao, Shubo Zhang, Yiming Du, Bin Liang, Baojun Wang, Zhongyang Li, Binyang Li, Kam-Fai Wong

  • Deliberative Searcher: Improving LLM Reliability via Reinforcement Learning with Constraints
    Zhenyun Yin, Shujie Wang, Xuhong Wang, Xingjun Ma, Yingchun Wang

  • Thermometer of Thoughts: Enhancing LLM’s Exploration via Attention Temperature Modulation
    Zhiyuan Yu, Shijian Xiao, Cam-Tu Nguyen, Zhangyue Yin, Lekai Xing, Wenzhong Li, Sanglu Lu

  • CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation
    Sizhe Wang, Zhengren Wang, Dongsheng Ma, Yongan Yu, Rui ling, Zhiyu li, Feiyu Xiong, Wentao Zhang

  • CodeFlowBench: A Multi-turn, Iterative Benchmark for Complex Code Generation
    Sizhe Wang, Zhengren Wang, Dongsheng Ma, Yongan Yu, Rui ling, Zhiyu li, Feiyu Xiong, Wentao Zhang

  • REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control
    Chuyi Kong, Wei Gao, Jing Ma, Hongzhan Lin, Yuxi Sun

  • Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency
    Haoming Xu, Ningyuan Zhao, Yunzhi Yao, Weihong Xu, Hongru WANG, Xinle Deng, Shumin Deng, Jeff Z. Pan, Huajun Chen, Ningyu Zhang

  • Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding
    Sensen Gao, Shanshan Zhao, Xu Jiang, Lunhao Duan, Yong Xien Chng, Qing-Guo Chen, Weihua Luo, Kaifu Zhang, Jia-Wang Bian, Mingming Gong

  • Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation
    Yanzhi Tian, Cunxiang Wang, Zeming Liu, Heyan Huang, Wenbo Yu, Dawei Song, Jie Tang, Yuhang Guo

  • G²RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance
    Yongxin Guo, Wenbo Deng, Zhenglin Cheng, Xiaoying Tang

  • Efficient Low-Resource Language Adaptation via Multi-Source Dynamic Logit Fusion
    Chen Zhang, Jiuheng Lin, Zhiyuan Liao, Yansong Feng

  • Open Schrödinger’s Closed Box: Identifying Retrieval Augmented Generation in API-Accessible Large Language Model Services
    Yukun Jiang, Xinyue Shen, Michael Backes, Zheng Li, Yang Zhang

  • AFT-Tab: Adversarial Fine-Tuning for Tabular Data Synthesis with Long Text Columns
    Yuhao Zhang, Liang Yan, Shaoming Duan, Xinyu Zha, Jinhang Su, Peiyi Han, Chuanyi Liu

  • Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models
    Yang Liu, Hongming Li, Melissa Xiaohui Qin, Chao Huang, Qiankun Liu

  • Timely Machine: Awareness of Time Makes Test-Time Scaling Agentic
    Yichuan Ma, Linyang Li, Yongkang Chen, Peiji Li, Xiaozhe Li, Qipeng Guo, Dahua Lin, Kai Chen

  • Multi-Granularity Semantic Revision for Large Language Model Distillation
    Xiaoyu Liu, Yun Zhang, Wei Li, Simiao Li, Xudong Huang, Hanting Chen, Yehui Tang, Jie Hu, Zhiwei Xiong, Yunhe Wang

  • RADO: Reasoning Audit-Driven Optimization for Rigorous Reasoning in High-Stakes Domains
    Zhijie Tan, Xu Chu, Guanyu Wang, Ziyu Li, Weiping Li, Tong Mo

  • Instruction Data Selection via Answer Divergence
    Bo Li, Mingda Wang, Shikun Zhang, Wei Ye

  • Interpretable Safety Alignment via SAE-Constructed Low-Rank Subspace Adaptation
    Dianyun Wang, Qingsen Ma, Yuhu Shang, Zhifeng Lu, Zhenbo Xu, Lechen Ning, Huijia Wu, Zhaofeng He

  • D²Plan: Dual-Agent Dynamic Global Planning for Complex Retrieval-Augmented Reasoning
    Kangcheng Luo, Tinglang Wu, Yansong Feng

  • Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following
    Qingyu Ren, Qianyu He, Powei Chang, Jie Zeng, Zeye Sun, Fei Yu, Jiaqing Liang, Yanghua Xiao

  • Analytical FFN-to-MoE Restructuring via Activation Pattern Analysis
    Zehua Pei, Hui-Ling Zhen, Lancheng Zou, Xianzhi Yu, Wulong Liu, Sinno Jialin Pan, Mingxuan Yuan, Bei Yu

  • Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization
    Xu Chu, Guanyu Wang, Zhijie Tan, Xinrong Chen, Ziyu Li, Tong Mo, Weiping Li

  • Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models
    Junhao Liu, Haonan Yu, Zhenyu Yan, Xin Zhang

  • MedMCP-Calc: Benchmarking LLMs for Realistic Medical Calculator Scenarios via MCP Integration
    Yakun Zhu, Yutong Huang, Shengqian Qin, Zhongzhen Huang, Shaoting Zhang, Xiaofan Zhang

  • Uncovering Temporal Framing in the News
    Tarek Mahmoud, Veronika Solopova, Premtim Sahitaj, Ariana Sahitaj, Max Upravitelev, Mervat Abassy, Hana Fatima Shaikh, Neda Foroutan, Vera Schmitt, Preslav Nakov

  • Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool Composition
    Ye Wang, Qianglong Chen, Siyuan Wang, Zejun Li, Shijie Guo, Zhirui Zhang, Zhongyu Wei

  • Enhancing Lexical Relation Mining with Structured Sememe Knowledge
    Hansi Wang, Qiliang Liang, Yue Wang, Yang Liu

  • Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning
    Xuchen Li, Xuzhao Li, Jiahui Gao, Renjie Pi, Shiyu Hu, Wentao Zhang

  • Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
    Xin Cheng, Wangding Zeng, Damai Dai, Qinyu Chen, Bingxuan Wang, Zhenda Xie, Kezhao Huang, Xingkai Yu, Zhewen Hao, Han Zhang, Yu-Kun Li, Huishuai Zhang, Dongyan Zhao, Wenfeng Liang

  • PII-Bench: Evaluating Query-Aware Privacy Protection Systems
    Hao Shen, Zhouhong Gu, Haokai Hong, Weili Han, Hongfeng Chai

  • GenProve: Learning to Generate Text with Fine-Grained Provenance
    Jingxuan Wei, Xingyue Wang, Yanghaoyu Liao, Jie Dong, Yuchen Liu, Caijun Jia, Bihui Yu, Junnan Zhu

  • Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation
    Yihang Li, Chenhui Chu

  • AgentOCR: Reimagining Agent History via Optical Self-Compression
    Lang Feng, Fuchao Yang, Feng Chen, Xin Cheng, Haiyang Xu, Zhenglin Wan, Ming Yan, Bo An

  • MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools
    Wenhao Wang, Peizhi Niu, Zhao Xu, Zhaoyu Chen, Jian Du, Yaxin Du, Xianghe Pang, Keduan Huang, Yanfeng Wang, Qiang Yan, Siheng Chen

  • Everyone is unique: Towards Behaviorally Heterogeneous Negotiation Dialogue Systems for Debt Collection
    Yuhang Yang, Kai Tang, Chao Ye, Haobo Wang, Qiqi Luo, Jinguang Zheng, Zhixin Zhang

  • Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation
    Jiaying Wu, Zihang Fu, Haonan Wang, Fanxiao Li, Jiafeng Guo, Preslav Nakov, Min-Yen Kan

  • BaseCal: Unsupervised Confidence Calibration via Base Model Signals
    Hexiang Tan, Wanli Yang, Junwei Zhang, Xin Chen, Rui Tang, Du Su, Jingang Wang, Yuanzhuo Wang, Fei Sun, Xueqi Cheng

  • Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection
    Yang Li, Qiang Sheng, Zhengjia Wang, Yehan Yang, Danding Wang, Juan Cao

  • PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models
    Haoyu Zheng, Yun Zhu, Yuqian Yuan, Bo Yuan, Wenqiao Zhang, Siliang Tang, Jun Xiao

  • Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models
    Shuyang Jiang, Yuhao Wang, Ya Zhang, Yanfeng Wang, Yu Wang

  • CEDAR: A Chinese Evaluation Dataset for Computational Argumentation
    Tian Lan, Jiang Li, Rong Yan, Feilong Bao, Weihua Wang, Guanglai Gao, Xiangdong Su

  • MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs
    Xiangyu Zhao, Wanghan Xu, Bo Liu, Yuhao Zhou, Fenghua Ling, Ben Fei, Xiaoyu Yue, Lei Bai, Wenlong Zhang, Xiao-Ming Wu

  • Reasoning Structure Matters for Safety Alignment of Reasoning Models
    Yeonjun In, Wonjoong Kim, Sangwu Park, Chanyoung Park

  • Investigating the Representation of Backchannels and Fillers in Fine-tuned Language Models
    Yu Wang, Leyi Lao, Langchu Huang, Gabriel Skantze, Yang Xu, Hendrik Buschmeier

  • Retrievals Can Be Detrimental: Unveiling the Backdoor Vulnerability of Retrieval-Augmented Diffusion Models
    Hao Fang, Xiaohang Sui, Hongyao Yu, Kuofeng Gao, Jiawei Kong, Sijin Yu, Bin Chen, Shutao Xia

  • A Theoretically Grounded Approach to Summarizing Conversation Dynamics for Forecasting the Derailment of Online Conversations
    Yingxue Fu, Anaïs Ollagnier

  • DPDV: Dual-Pathway and Dual-View Representation Learning for Bridging Information Asymmetry in Text-Video Retrieval
    Zequn Xie, Xin Liu, Fangming Feng, Boyun Zhang, Tao Jin

  • Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetry
    Jiang Li, Tian Lan, Shanshan Wang, Zdongxing, Dianqing Lin, Guanglai Gao, Derek F. Wong, Xiangdong Su

  • Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs
    Xuyuan Liu, Shengyu Chen, Xinshuai Dong, Yanchi Liu, Xujiang Zhao, Haoyu Wang, Yujun Yan, Haifeng Chen, Zhengzhang Chen

  • SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning
    Lina Yang, Yusheng Liao, Yanfeng Wang, Yu Wang

  • G-Cap: A Game Character Caption Generator
    Yang Yang, Feng Hu, Haiming Zhang, Xu Cheng, Gui Zheng, Liang Yao, Wenqi Ren

  • Common to Whom? Regional Cultural Commonsense and LLM Bias in India
    Sangmitra Madhusudan, Trush Shashank More, Steph Buongiorno, Renata Dividino, Jad Kabbara, Ali Emami

  • The Stackelberg Speaker: Optimizing Persuasive Communication in Social Deduction Games
    Zheng Zhang, Deheng Ye, Peilin Zhao, Hao Wang

  • GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance
    Junhyeok Kim, Jaewoo Park, Junhee Park, Sangeyl Lee, Jiwan Chung, Jisung Kim, Ji Hoon Joung, Youngjae Yu

  • LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation
    Yilin Xiao, Jin Chen, Qinggang Zhang, Yujing Zhang, Chuang Zhou, Longhao Yang, Lingfei Ren, Xin Yang, Xiao Huang

  • Par-ITA: Benchmarking Seq2Seq and LLMs on a Human-Supervised Parallel Corpus for Italian Hyperpartisan Neutralization
    Michele Joshua Maggini, Søren Fomsgaard, Michele Maestroni, Gaël Dias, Pablo Gamallo

  • Incentivizing Parametric Knowledge via Reinforcement Learning with Verifiable Rewards for Cross-Cultural Entity Translation
    Jiang Zhou, Xiaohu Zhao, Xinwei Wu, Tianyu Dong, Hao Wang, Yangyang Liu, Heng Liu, Linlong Xu, Longyue Wang, Weihua Luo, Deyi Xiong

  • Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning
    Xuanyu Lei, Chenliang Li, Yuning Wu, Kaiming Liu, Weizhou Shen, Peng Li, Ming Yan, Fei Huang, Ya-Qin Zhang, Yang Liu

  • Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection
    Minghui Jia, Qichao Zhang, Ali Luo, Linjing Li, Shuo Ye, Hailing Lu, Wen Hou, Dongbin Zhao

  • ROSE: An Intent-Centered Evaluation Metric for NL2SQL
    Wenqi Pei, Shizheng Hou, Boyan Li, Han Chen, Zhichao Shi, Yuyu Luo

  • Compete to Complete: Co-opetition Adversarial Learning for Retrieval-Augmented Generation
    Xin Liu, Yu-An Liu, Ruqing Zhang, Yixing Fan, Lixin Su, Jiafeng Guo, Xueqi Cheng

  • Demystifying Uncertainty in LLMs: Active Calibration between Concepts and Human Evaluations
    Pengqi Li, Lizhong Ding, Zhehao Zhou, Chunhui Zhang, Jiarun Fu, Hao Li, Ye Yuan, Guoren Wang

  • LLM-VA: Resolving the Jailbreak-Overrefusal Trade-off via Vector Alignment
    Haonan Zhang, Dongxia Wang, Yi Liu, Kexin Chen, Wenhai Wang

  • TiKMiX: Efficient Semi-Dynamic Data Mixture via Data Influence for LLM Pre-training
    Yifan Wang, Binbin Liu, Fengze Liu, Yuanfan Guo, Jiyao Deng, Xuecheng Wu, Weidong Zhou, Xiaohuan Zhou, Taifeng Wang

  • Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding
    Beomsik Cho, Jaehyung Kim

  • FlexGuard: Continuous Risk Scoring for Strictness-Adaptive LLM Content Moderation
    Zhihao Ding, Jinming Li, Ze Lu, Jieming Shi

  • Modeling Human-Like Cognition for Stance Detection: Integrating Intuitive Judgment and Analytical Reasoning
    Zhaodan Zhang, Jin Zhang, Jiafeng Guo, Xueqi Cheng

  • FinSight: Towards Real-World Financial Deep Research
    Jiajie Jin, Yuyao Zhang, Yimeng Xu, Hongjin Qian, Yutao Zhu, Zhicheng Dou

  • Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving
    Xinyu Zhang, Yuchen Wan, Boxuan Zhang, Zesheng Yang, Lingling Zhang, Bifan Wei, Jun Liu

  • AfriqueLLM: How Data Mixing and Model Architecture Impact Continued Pre-training for African Languages
    Hao Yu, Tianyi Xu, Michael A. Hedderich, Wassim Hamidouche, Syed Waqas Zamir, David Ifeoluwa Adelani

  • What Does LLM Refinement Actually Improve? A Systematic Study on Document-Level Literary Translation
    Shaomu Tan, Dawei Zhu, Ke Tran, Michael Denkowski, Sony Trenous, Bill Byrne, Leonardo Ribeiro, Felix Hieber

  • OctoBench: Benchmarking Scaffold-Aware Instruction Following in Repository-Grounded Agentic Coding
    Deming Ding, Shichun Liu, Enhui Yang, Jiahang Lin, Ziying Chen, Shihan Dou, Honglin Guo, Weiyu Cheng, Pengyu Zhao, Chengjun Xiao, Qunhong Zeng, Qi Zhang, Xuanjing Huang, Qidi Xu, Tao Gui

  • Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage
    Jinwei Hu, Xinmiao Huang, Youcheng Sun, Yi Dong, Xiaowei Huang

  • EXCEEDS: Extracting Complex Events via Nugget-based Grid Modeling in Scientific Domain
    Yi-Fan Lu, Xian-Ling Mao, Bo Wang, Xiao Liu, Heyan Huang

  • Heterogeneous Adaptive Policy Optimization: Tailoring Optimization to Every Token’s Nature
    Zheng Liu, Mengjie Liu, Siwei Wen, Mengzhang Cai, Bin Cui, Conghui He, Wentao Zhang

  • Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation
    Tianjun Wei, Huizhong Guo, Yingpeng Du, Zhu Sun, Huang Chen, Dongxia Wang, Jie Zhang

  • Editing the Moving World: Model Editing for Video LLMs
    Qian Zhang, Xinye Li, Xiaokai Wu, Junhao Xu, Zhanyue Qin, Qingbin Liu, Junxian Cai, Xi Chen, Bolin Zhang, Zhiying Tu, Dianhui Chu, Xiaoyan Yu, Dianbo Sui

  • Bridging the Sensory Gap: Visual Injection for Taxonomy Completion
    Yuhang Niu, Hongyuan Xu, Ciyi Liu, Bofan Wei, Jiaqi Ye, Yanlong Wen, Xiaojie Yuan

  • OCP: Outlier-Centric Probing for Dynamic Structured Pruning of LLMs
    Yang Ji, Ying Sun

  • Structured Episodic Event Memory
    Zhengxuan Lu, Dongfang Li, Yukun Shi, Beilun Wang, Longyue Wang, Baotian Hu

  • MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments
    Quyu Kong, Xu Zhang, Zhenyu Yang, Nolan Gao, Chen Liu, Panrong Tong, Chenglin Cai, Hanzhang Zhou, Jianan Zhang, Liangyu Chen, Zhidan Liu, Steven Hoi, Yue Wang

  • Attention Sinks Are Provably Necessary in Softmax Transformers: Evidence from Trigger-Conditional Tasks
    Yuval Ran-Milo

  • Measuring Human Contribution in AI-Assisted Content Generation
    Yueqi Xie, Tao Qi, Jingwei Yi, Xiyuan Yang, Ryan Whalen, Junming Huang, Qian Ding, Yu Xie, Xing Xie, Fangzhao Wu

  • AutoTaskEval: Towards Domain-Specific and Fine-Grained Evaluation for LLMs
    Qingqing Lyu, Linjuan Wu, Yongliang Shen, Hengwei Liu, Hao Li, Shengpei Jiang, Yin Zhang, Weiming Lu

  • ACE-Router: Generalizing History-Aware Routing from MCP Tools to the Agent Web
    Zhiyuan Yao, Zishan Xu, Yifu Guo, Zhiguang Han, Cheng Yang, Shuo Zhang, Weinan Zhang, Xingshan Zeng, Weiwen Liu

  • CiteGuard: Faithful Citation Attribution for LLMs via Retrieval-Augmented Validation
    Yee Man Choi, Xuehang Guo, Yi R. Fung, Qingyun Wang

  • From Insight to Action: A Novel Framework for Interpretability-Guided Data Selection in Large Language Models
    Ling Shi, Xinwei Wu, Xiaohu Zhao, Hao Wang, Heng Liu, Yangyang Liu, Linlong Xu, Longyue Wang, Deyi Xiong, Weihua Luo

  • Unlocking the Potential of Diffusion Language Models through Template Infilling
    Junhoo Lee, Seungyeon Kim, Nojun Kwak

  • UniSpec: Training-Free Speculative Decoding for Robust LLM Acceleration Across Languages and Hardware
    Do Dinh Truong, Le Nguyen Khang, Nguyen Le Minh

  • Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
    Hao Mi, Qiang Sheng, Shaofei Wang, Beizhe Hu, Yifan Sun, Zhengjia Wang, Hengqi Zeng, Yang Li, Danding Wang, Juan Cao

  • UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
    Yifan Ji, Zhipeng Xu, Zhenghao Liu, Zulong Chen, Qian Zhang, Zhibo Yang, Junyang Lin, Yu Gu, Ge Yu, Maosong Sun

  • FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents
    Chiwei Zhu, Benfeng Xu, Mingxuan Du, Shaohan Wang, Xiaorui Wang, Zhendong Mao, Yongdong Zhang

  • A Mechanistic Account of Attention Sinks in GPT-2: One Circuit, Broader Implications for Mitigation
    Yuval Ran-Milo, Hila Ofek, Shahar Mendel

  • Annotating Dimensions of Social Perception in Text: A Sentence-Level Dataset of Warmth and Competence
    Mutaz Ayesh, Saif M. Mohammad, Nedjma Ousidhoum

  • SCOUT: Selective Coupling via Optimal Unbalanced Transport for Interpretable Text Classification
    Junhao Jia, Hanwen Zheng, Yueyi Wu, Huangwei Chen, Haishuai Wang, Jiajun Bu, Lei Wu

  • LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
    I-Fan Lin, Faegheh Hasibi, Suzan Verberne

  • TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs
    Ziyi Wang, Chen Zhang, Wenjun Peng, Qi Wu, Xinyu Wang

  • What’s Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews
    Fanxiao Li, Jiaying Wu, Tingchao Fu, Dayang Li, Herun Wan, Wei Zhou, Min-Yen Kan

  • ContextLens: Modeling Imperfect Privacy and Safety Context for Legal Compliance
    Haoran Li, Yulin Chen, Huihao JING, Wenbin Hu, Tsz Ho Li, Chanhou Lou, Hong Ting Tsang, Sirui Han, Yangqiu Song

  • StealthGraph: Exposing Domain-Specific Risks in LLMs through Knowledge-Graph-Guided Harmful Prompt Generation
    Huawei Zheng, Xinqi Jiang, Sen Yang, Shouling Ji, Yingcai Wu, Dazhen Deng

  • Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search
    Wentao Shi, Zichun Yu, Fuli Feng, Xiangnan He, Chenyan Xiong

  • Integrating Data Validation with Large Language Models for Regulation-Guided Tabular Anomaly Detection
    Haoliang Huang, Zihuang Cai, Zhuo Tang, Yifan Liu, Chen Tian, Kenli Li, Changjian Chen

  • Efficient Self-Evaluation for Diffusion Language Models via Sequence Regeneration
    Linhao Zhong, Linyu Wu, Wen Wang, Yuling Xi, Chenchen Jing, Jiaheng Zhang, Hao Chen, Chunhua Shen

  • DeReA: Improving Idiom Translation with Detect-Retrieve-Arbitrate Reasoning
    Rongqing Jiang, Xuebo Liu

  • Faithful Serum: Mitigating the Faithfulness Gap in Textual Explanations of LLM Decisions via Attribution Guidance
    Bar Alon, Itamar Zimerman, Lior Wolf

  • Visually-Guided Policy Optimization for Multimodal Reasoning
    Zengbin Wang, Feng Xiong, Liang Lin, Xuecai Hu, Yong Wang, Yanlin Wang, Man Zhang, Xiangxiang Chu

  • Don’t Be Misled by Style: A Style-Adaptive Reranker for Capturing Effective Knowledge in Retrieval-Augmented Generation
    Ruwen Zhang, Bo Liu, Shengxiang Zhang, Yida Chen, Hantao Zhao, Ding Ding, Jiahui Jin, Jiuxin Cao

  • Text2Tabular – Reconstructing Tabular Research Data from Scientific Publications
    Jonas Gottal, Florian Matthes

  • From “Aha Moments” to Controllable Thinking: Toward Meta-Cognitive Reasoning in LRMs via Decoupled Reasoning and Control
    Rui Ha, Rui Pu, Chaozhuo Li, Li Sun, Sen Su

  • Calibrating Inference Time Alignment with Sequence-level Risk Accumulation
    Shanwen Tan, Ziyang Dong, Wei Ju, Yiwei Fu, Hao Wu, Kun Wang, Yifan Wang, Ziyue Qiao

  • Diff4TST: Masked Diffusion Language Model for Text Style Transfer
    Xinchen Ma, Gaole He, Yunshi Lan, Weining Qian

  • In-depth Research Impact Summarization through Fine-Grained Temporal Citation Analysis
    Hiba Arnaout, Noy Sternlicht, Tom Hope, Iryna Gurevych

  • QuantileMark: A Message-Symmetric Multi-bit Watermark for LLMs
    Junlin Zhu, Baizhou Huang, Xiaojun Wan

  • Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialects
    Verena Blaschke, Miriam Winkler, Barbara Plank

  • Don’t Click That: Teaching Web Agents to Resist Deceptive Interfaces
    Yilin Zhang

  • Empirical Analysis of Decoding Biases in Masked Diffusion Models
    Pengcheng Huang, Tianming Liu, Zhenghao Liu, Yukun Yan, Shuo Wang, Tong Xiao, Zulong Chen, Maosong Sun

  • LAFaCT: Attribution-based Localization and Focused Sequential Analysis of Fact-Critical Tokens for Hallucination Detection
    Xin Wang, Jiahao Li, Licheng Zhang, Zhendong Mao

  • Is a Document Educational or Just Wikipedia-Style? — Pitfalls of Classifier-Based Quality Filtering
    Mateusz Klimaszewski, Piotr Andruszkiewicz

  • DPC: Training-Free Text-to-SQL Candidate Selection via Dual-Paradigm Consistency
    Boyan Li, Ou Ocean Kun Hei, Yue Yu, Yuyu Luo

  • Metaphor Reasoning is Meta-reasoning
    Qianyu He, Junting Lu, Yikai Zhang, Siyu Yuan, Xiaojun Meng, Jiansheng Wei, Jiaqing Liang, Yanghua Xiao

  • Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models
    Linhao Zhong, Linyu Wu, Bozhen Fang, Tianjian Feng, Chenchen Jing, Wen Wang, Jiaheng Zhang, Hao Chen, Chunhua Shen

  • MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents
    Pengxiang Zhao, Guangyi Liu, Yaozhen Liang, Weiqing He, Zhengxi Lu, WenHao Wang, Yuehao Huang, Yuxiang Chai, Zhaolu Kang, Yaxuan Guo, Hao Wang, Kexin Zhang, Liang Liu, Yong Liu

  • HoWToBench: Holistic Evaluation for LLM’s Capability in Human-level Writing using Tree of Writing
    Andrew Zhuoer Feng, Cunxiang Wang, Yu Luo, Lin Fan, Irene Zhou, Zikang Wang, Xiaotao Gu, Jie Tang, Hongning Wang, Minlie Huang

  • Hierarchical Reinforcement Learning with Augmented Step-Level Transitions for LLM Agents
    Shuai Zhen, Yanhua Yu, Ruopei Guo, Nan Cheng, Yang Deng

  • On the Hidden Objective Biases of Group-based Reinforcement Learning
    Aleksandar Fontana, Marco Simoni, Giulio Rossolini, Paolo Mori, Andrea Saracino

  • Two Streams, One Sarcasm: Orthogonal Expert Tuning for Holistic Multimodal Sarcasm Understanding
    Diandian Guo, Cong Cao, Fangfang Yuan, Pin Xu, Cheng Hu, Zhicheng Zhang, Yu Liu, Yanbing Liu

  • SeLaR: Selective Latent Reasoning in Large Language Models
    Renyu Fu, Guibo Luo

  • STRIDE-ED: A Strategy-Grounded Stepwise Reasoning Framework for Empathetic Dialogue Systems
    Hongru Ji, Yuyin Fan, Meng Zhao, Xianghua Li, Lianwei Wu, Chao Gao

  • GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation
    Jiarui Ji, Zehua Zhang, Zhewei Wei, Bin Tong, Guan Wang, Bo Zheng

  • SharedRequest: Privacy-Preserving Model‑Agnostic Inference for Large Language Models
    Peihua Mai, Xuanrong Gao, Youlong Ding, Xianglong Du, Wei Liu, Yan Pang

  • Efficient Learned Data Compression via Dual-Stream Feature Decoupling
    Huidong Ma, Xinyan Shi, Hui Sun, Xiaofei Yue, Xiaoguang Liu, Gang Wang, Wentong Cai

  • Planning-Guided Tutoring with Assessment-Driven Memory for Pedagogical LLM Tutors
    Zechen Li, Qiannan Zhu, Mei Wang, Jia Li, Hua Huang

  • MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning
    Tao Zhang, Ziqian Zeng, Hao Peng, Huiping Zhuang, Cen Chen

  • When KV Cache Reuse Fails in Multi-Agent Systems: Cross-Candidate Interaction is Crucial for LLM Judges
    Sichu Liang, Zhenglin Wang, Chujiajia, Pengfei Xia, Hui Zang, Deyu Zhou

  • Reducing Token Redundancy in LVLMs: A Systematic Review of Token Pruning Methods
    Hanzhang Yuan, Mengxuan Hu, Wenhao Zhang, Tianlong Wang, Zhongliang Zhou, Jiasen Lu, Sheng Li

  • STEM: Structure-Tracing Evidence Mining for Knowledge Graphs-Driven Retrieval-Augmented Generation
    Peng Yu, En Xu, Bin Chen, Haibiao Chen, Yinfei Xu

  • Evo-Attacker: Memory-Augmented Reinforcement Learning for Long-Horizon Tool Attacks on LLM-MAS
    Bingyu Yan, Xiaoming Zhang, Jinyu Hou, Chaozhuo Li, Ziyi Zhou, Yiming Hei, Litian Zhang

  • Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding
    Xinying Qian, Ying Zhang, Xuhui Sui, Yu Zhao, Baohang Zhou, Jeff Z. Pan

  • Reasoning Over Space: Enabling Geographic Reasoning for LLM-Based Generative Next POI Recommendation
    Dongyi Lv, Qiuyu Ding, Heng-Da Xu, Zhaoxu Sun, Zhi Wang, Feng Xiong, Mu Xu

  • ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
    Yifei Chen, Guanting Dong, Zhicheng Dou

  • Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs
    Huanxuan Liao, Shizhu He, Yupu Hao, Yequan Wang, Wenhao Teng, Xiangwen Liao, Jun Zhao, Kang Liu

  • DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable Constraints
    Yinger Zhang, Shutong Jiang, Renhao Li, Jianhong Tu, Yang Su, Lianghao Deng, Xudong Guo, ChenXu Lv, Junyang Lin

  • StructMem: Structured Memory for Long-Horizon Behavior in LLMs
    Buqiang Xu, Yijun Chen, Jizhan Fang, Ruobin Zhong, Yunzhi Yao, Yuqi Zhu, Lun Du, Shumin Deng

  • Arg-LLaDA: Argument Summarization via Large Language Diffusion Models and Sufficiency-Aware Refinement
    Hao Li, Yizheng Sun, Viktor Schlegel, Kailai Yang, Riza Batista-Navarro, Goran Nenadic

  • AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts
    Keyu Li, Junhao Shi, Yang Xiao, Mohan Jiang, Jie Sun, Yunze Wu, Dayuan Fu, Shijie Xia, Xiaojie Cai, Tianze Xu, Weiye Si, Wenjie Li, Dequan Wang, Pengfei Liu

  • All Languages Matter: Understanding and Mitigating Language Bias in Multilingual RAG
    Dan Wang, Guozhao Mo, Yafei Shi, Cheng Zhang, Bo Zheng, Boxi Cao, Xuanang Chen, Yaojie Lu, Hongyu Lin, Ben He, Xianpei Han, Le Sun

  • Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning
    QishengSu, Shiting Huang, Zhen Fang, Ziyan Chen, Zehui Chen, Feng Zhao

  • Safety-Utility Conflicts Are Not Global: Surgical Alignment via Head-Level Diagnosis
    Wang Cai, Yilin Wen, Jinchang Hou, Du Su, Guoqiu Wang, Zhonghou Lv, Chenfu Bao, Yunfang Wu

  • VideoPro: Adaptive Program Reasoning for Long Video Understanding
    Chenglin Li, Feng Han, Yikun Wang, Ruilin Li, Shuai Dong, Haowen Hou, Haitao Li, Qianglong Chen, FengTao, Jingqi Tong, Yin Zhang, Jiaqi Wang

  • Parity-Aware Byte-Pair Encoding: Improving Cross-lingual Fairness in Tokenization
    Negar Foroutan, Clara Meister, Debjit Paul, Joel Niklaus, Sina Ahmadi, Antoine Bosselut, Rico Sennrich

  • Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models
    Nianyi Lin, Jiajie Zhang, Lei Hou, Juanzi Li

  • ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch
    Zheng Liu, Honglin Lin, Xiaoyang Wang, Xin Gao, Yu Li, Mengzhang Cai, Yun Zhu, Zhanping Zhong, Qizhi Pei, Zhuoshi Pan, Xiaoran Shang, Conghui He, Bin Cui, Wentao Zhang, Lijun Wu

  • NeoAMT: Neologism-Aware Agentic Machine Translation with Reinforcement Learning
    Zhongtao Miao, Kaiyan Zhao, Masaaki Nagata, Yoshimasa Tsuruoka

  • arXiv2Table: Toward Realistic Benchmarking and Evaluation for LLM-Based Literature-Review Table Generation
    Weiqi Wang, Jiefu Ou, Yangqiu Song, Benjamin Van Durme, Daniel Khashabi

  • Responsible Evaluation of AI for Mental Health
    Hiba Arnaout, Anmol Goel, H. Andrew Schwartz, Steffen T. Eberhardt, Dana Atzil-Slonim, Gavin Doherty, Brian Schwartz, Wolfgang Lutz, Tim Althoff, Munmun De Choudhury, Hamidreza Jamalabadi, Raj Sanjay Shah, Flor Miriam Plaza-del-Arco, Dirk Hovy, Maria Liakata, Iryna Gurevych

  • JPU: Bridging Jailbreak Defense and Unlearning via On-Policy Path Rectification
    Xi Wang, Songlei Jian, Shasha Li, Xiaopeng Li, Zhaoye Li, Bin Ji, Baosheng Wang, Jie Yu

  • SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation
    Hui Wang, Jinghua Zhao, Yifan Yang, Shujie Liu, Junyang Chen, Yanzhe Zhang, Shiwan Zhao, Jinyu Li, Jiaming Zhou, Haoqin Sun, Yan Lu, Yong Qin

  • LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues
    Fanyu Wang, Xiaoxi Kang, Paul Burgess, Aashish Srivastava, Chetan Arora, Adnan Trakic, Lay-Ki Soon, Md Khalid Hossain, Lizhen Qu

  • S2O: Early Stopping for Sparse Attention via Online Permutation
    Yu Zhang, Songwei Liu, Chenqian Yan, Sheng Lin, Beichen Ning, Fangmin Chen, Xing Wang

  • DART: Disambiguation-Aware Reasoning for Video-guided Machine Translation
    Boyu Guan, Chuang Han, Yang Zhao, Chengqing Zong

  • HCSpec: Two-Tier Horizontal Cascade Speculative Decoding for High-Efficiency Large Language Model Inference
    Yizhou Zhang, Siming Chen, Hao Ye, Erhu Feng

  • Revisiting the Reliability of Language Models in Instruction-Following
    Jianshuo Dong, Yutong Zhang, Liu Yan, Zhenyu Zhong, Tao Wei, Chao Zhang, Han Qiu

  • EfficientLLM: Unified Pruning-Aware Pretraining for Auto-Designed Compact Language Models
    Xingrun Xing, Zheng Liu, Shitao Xiao, Boyan Gao, Yiming Liang, Haokun Lin, Xianlin Zeng, Guoqi Li, Jiajun Zhang

  • SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks
    Tianyi Wang, Yixia Li, Long Li, Yibiao Chen, Shaohan Huang, Yun Chen, Peng Li, Yang Liu, Guanhua Chen

  • Enhancing the Transferability of Jailbreak Attacks on Large Language Models via Exploiting Reparameterization Invariance
    Ao Wang, Xinghao Yang, Yongshun Gong, Wei Liu, Bao-di Liu, Weifeng Liu

  • GIFT: Guided Fine-Tuning and Transfer for Enhancing Instruction-Tuned Language Models
    Zhiwen Ruan, Yichao Du, Jianjie Zheng, Longyue Wang, Yun Chen, Peng Li, Jinsong Su, Yang Liu, Guanhua Chen

  • AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering
    Taolin Zhang, Dongyang Li, Chen Chen, Qizhou Chen, Jiuheng Wan, Xiaofeng He, Chengyu Wang, Richang Hong

  • ChessArena: A Chess Testbed for Evaluating Strategic Reasoning Capabilities of Large Language Models
    Jincheng Liu, Sijun He, Jingjing Wu, Xiangsen Wang, Yang Chen, Zhaoqi Kuang, Siqi Bao, Yuan Yao

  • From Completion to Editing: Unlocking Context-Aware Code Infilling via Search-and-Replace Instruction Tuning
    Jiajun Zhang, Zeyu Cui, Jiaxi Yang, Lei Zhang, Yuheng Jing, Zeyao Ma, Tianyi Bai, Zilei Wang, Qiang Liu, Liang Wang, Binyuan Hui, Junyang Lin

  • What Makes an Ideal Quote? Recommending “Unexpected yet Rational” Quotations via Novelty
    Powei Chang, Jin Xiao, Guanglei Yue, Qianyu He, Yanghua Xiao, Deqing Yang, Jiaqing Liang

  • Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error
    Chenming Tang, Hsiu-Yuan Huang, Weijie Liu, Clive Bai, Saiyong Yang, Yunfang Wu

  • iTAG: Inverse Design for Natural Text Generation with Accurate Causal Graph Annotations
    Wenshuo Wang, Boyu Cao, Nan Zhuang, Wei Li

  • Dynamic Long Context Reasoning over Compressed Memory via End-to-End Reinforcement Learning
    Zhuoen Chen, Dongfang Li, Meishan Zhang, Baotian Hu, Min Zhang

  • From Word to World: Can Large Language Models be Implicit Text-based World Models?
    Yixia Li, Hongru WANG, Jiahao Qiu, Zhenfei Yin, Dongdong Zhang, Cheng Qian, Zeping Li, Xiaoteng Ma, Guanhua Chen, Heng Ji

  • GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models
    Xiangdong Hu, Yangyang Jiang, Qin Hu, Xiaojun Jia

  • Large Language Model-Enhanced Multi-Armed Bandits
    Jiahang Sun, Zhiyong Wang, Runhan Yang, Chenjun Xiao, John C.S. Lui, Zhongxiang Dai

  • Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs
    Wenrui Zhou, Mohamed Hendy, Shu Yang, Qingsong Yang, Zikun Guo, Yuyu Luo, Lijie Hu, Di Wang

  • Mem2ActBench: A Benchmark for Evaluating Long-Term Memory Utilization in Task-Oriented Autonomous Agents
    Yiting Shen, Kun Li, Wei Zhou, Songlin Hu

  • ARK: Answer-Centric Retriever Tuning via KG-augmented Curriculum Learning
    Jiawei Zhou, Hang Ding, Haiyun Jiang

  • On the Emotion Understanding of Synthesized Speech
    Yuan Ge, Haishu Zhao, Aokai Hao, Junxiang Zhang, Bei Li, Xiaoqian Liu, Chenglong Wang, Jianjin Wang, Bingsen Zhou, Bingyu Liu, Jingbo Zhu, Zhengtao Yu, Tong Xiao

  • Taming “Zombie” Agents: A Markov State-Aware Framework for Resilient Multi-Agent Evolution
    Taolin Zhang, Pukun Zhao, Qizhou Chen, Jiuheng Wan, Chen Chen, Xiaofeng He, Chengyu Wang, Richang Hong

  • A Survey of Large Language Model-Based Search Agents
    Yunjia Xi, Jianghao Lin, Yongzhao Xiao, Zheli Zhou, Rong Shan, Te Gao, Jiachen Zhu, Weiwen Liu, Yong Yu, Weinan Zhang

  • RSDA: Restoring Stale Data Affinity via Dynamic Renovation Strategy for Mitigating Data Scarcity
    Yidan Liang, Jia Zhu, Weijie Shi, Hanghui Guo, Yue Cui, Jiawei Shen, Guoqing Ma, Jingjiang Liu, Qingyu Niu, Yilin Wang, Shimin Di, Jiajie Xu

  • The Reasoning Trap: How Enhancing LLM Reasoning Amplifies Tool Hallucination
    Chenlong Yin, Zeyang Sha, Shiwen Cui, Changhua Meng, Zechao Li

  • Protecting multimodal large language models against misleading visualizations
    Jonathan Tonglet, Tinne Tuytelaars, Marie-Francine Moens, Iryna Gurevych

  • Dual Activation-Weight Sparsity: A Training-Free Framework for Efficient Large Language Model Compression
    Luoyang Sun, Guangyan Li, Cheng Deng, Haifeng Zhang, Jian Zhao, Yongqiang Tang, Wensheng Zhang, Jun Wang

  • Repeated Sequences Reveal Gaps between Large Language Models and Natural Language
    Kumiko Tanaka-Ishii

  • AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios
    Lisa Alazraki, Lihu Chen, Ana Brassard, Joe Stacey, Hossein A. Rahmani, Marek Rei

  • HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding
    Haowei Zhang, Shudong Yang, Jinlan Fu, See-Kiong Ng, Xipeng Qiu

  • Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations
    Wenrui Cai, Chengyu Wang, Junbing Yan, Jun Huang, Xiangzhong Fang

  • InferenceDynamics: Adaptive LLM Routing through Structured Capability and Knowledge Profiling
    Haochen Shi, Tianshi Zheng, Weiqi Wang, Baixuan Xu, Chunyang Li, Chunkit Chan, Tao Fan, Yangqiu Song

  • ReportLogic: Evaluating Logical Quality in Deep Research Reports
    Jujia Zhao, Zhaoxin Huan, Zihan Wang, Xiaolu Zhang, Jun Zhou, Suzan Verberne, Zhaochun Ren

  • Detecting RAG Extraction Attack via Dual-Path Runtime Integrity Game
    Yuanbo Xie, Yingjie Zhang, Yulin Li, Shouyou Song, Xiaokun Chen, Zhihan Liu, Liya Su, Tingwen Liu

  • Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities
    Rajvee Sheth, Samridhi Raj Sinha, Mahavir Patil, Himanshu Beniwal, Mayank Singh

  • Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do
    Zhuoran Jin, Kejian Zhu, Hongbang Yuan, Yupu Hao, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

  • ARCQuant: Boosting NVFP4 Quantization with Augmented Residual Channels for LLMs
    Haoqian Meng, Yilun Luo, Yafei Zhao, Wenyuan Liu, Peng Zhang, Xindian Ma

  • Revisiting Model Interpolation for Efficient Reasoning
    Taiqiang Wu, Runming Yang, Tao Liu, Jiahao Wang, Ngai Wong

  • MirageBackdoor: A Stealthy Attack that Induces Think-Well-Answer-Wrong Reasoning
    Yizhe Zeng, Wei Zhang, Yunpeng Li, Juxin Xiao, Xiao Wang, Yuling Liu

  • MulVul: Retrieval-augmented Multi-Agent Code Vulnerability Detection via Cross-Model Prompt Evolution
    Zihan Wu, Jie Xu, Yun Peng, Chun Yong Chong, Xiaohua Jia

  • LiGen: Active Lipid Generation via a Molecular Language Model
    Ying Zhan, Xiuqi Tang, Yan Zhang, Xiao Tan, Dian Shen, Zhou Yu, Beilun Wang

  • Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning
    Lintang Sutawika, Gokul Swamy, Steven Wu, Graham Neubig

  • Ted-Tok: Maintaining an Evolving Vocabulary for Lifelong Learning
    Jiameng Huang, Zhi Zhang, Zhenyu He, Jiacheng Sun, Di He

  • When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure
    Boyu Xiao, Xiuqi Tian, Xuwen Song, Haochun Wang, Guanchun Song, Sendong Zhao, Bing Qin

  • Beyond Transcripts: A Renewed Perspective on Audio Chaptering
    Fabian Retkowski, Maike Züfle, Thai Binh Nguyen, Jan Niehues, Alexander Waibel

  • Z3D: Zero-Shot 3D Visual Grounding from Images
    Nikita Drozdov, Andrey Lemeshko, Nikita Gavrilov, Anton Konushin, Danila Rukhovich, Maksim Kolodiazhnyi

  • SEA-BED: How Do Embedding Models Represent Southeast Asian Languages?
    Wuttikorn Ponwitayarat, Peerat Limkonchotiwat, Raymond Ng, Jann Railey Montalan, Thura Aung, Jian Gang Ngui, Yosephine Susanto, William Chandra Tjhi, Panuthep Tasawong, Erik Cambria, Ekapol Chuangsuwanich, Sarana Nutanong

  • Is this chart lying to me? Automating the detection of misleading visualizations
    Jonathan Tonglet, Jan Zimny, Tinne Tuytelaars, Iryna Gurevych

  • From Laboratory to Real-World Applications: Benchmarking Agentic Code Reasoning at the Repository Level
    Jia Li, Yuxin Su, Michael R. Lyu

  • Privacy Collapse: Benign Fine-Tuning Can Break Contextual Privacy in Language Models
    Anmol Goel, Cornelius Emde, Sangdoo Yun, Seong Joon Oh, Martin Gubri

  • Dissecting Failure Dynamics in Large Language Model Reasoning
    Wei Zhu, Jian Zhang, Lixing Yu, Kun Yue, Zhiwen Tang

  • QBridge: Bridging Natural Language and SQL via Gold Query Rewriting with Agentic Refinement
    Zhensheng Luo, Sai Wu, Yuan Qiu, Chang Yao, Gang Chen, Xiu Tang

  • SCVQ: Sparse-Compensated Vector Quantization for Large Language Models
    Zixuan Zhou, Yujun Diao, Zicheng Kong, Dehua Ma, Zhenbo Xu, Pei Pei Li, Zhaofeng He

  • Shanks: Simultaneous Hearing and Thinking for Spoken Language Models
    Cheng-Han Chiang, Xiaofei Wang, Linjie Li, Chung-Ching Lin, Kevin Lin, Shujie LIU, Zhendong Wang, Zhengyuan Yang, Hung-yi Lee, Lijuan Wang

  • Efficient KL Divergence Estimation via Truncated Top-K Integration for Large Language Models
    Xinyuan Wang, Luozhijie Jin, Bo Wang, Yuan Li, Zhangyue Yin, Xipeng Qiu

  • Visual Attention Reasoning via Hierarchical Search and Self-Verification
    Wei Cai, Jian Zhao, Yuchen Yuan, Tianle Zhang, Ming Zhu, Haichuan Tang, Xuelong Li

  • VFA: Empoweing Multilingual MLLMs via Vision-Free Adaptation
    Yixia Li, Yaqing Shi, Zhiwen Ruan, Dongdong Zhang, Lingjie Jiang, Shaohan Huang, Yun Chen, Guanhua Chen, Furu Wei

  • LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning
    Ziji Sheng, Guiyao Tie, Weidong Wang, Pan Zhou, Daizong Liu

  • Investigating More Explainable and Partition-Free Compositionality Estimation for LLMs: A Rule-Generation Perspective
    Ziyao Xu, Cong Wang, Houfeng Wang

  • LVLMs and Humans Ground Differently in Referential Communication
    Peter Zeng, Weiling Li, Amie Paige, Zhengxiang Wang, Panagiotis Kaliosis, Dimitris Samaras, Gregory Zelinsky, Susan Brennan, Owen Rambow

  • Evaluating the Expressive Appropriateness of Speech in Rich Contexts
    Tianrui Wang, Ziyang Ma, Yizhou Peng, Haoyu Wang, Zhikang Niu, Zikang Huang, Yihao Wu, Yi-Wen Chao, Yu Jiang, Yuheng Lu, Guanrou Yang, Xuanchen Li, Hexin Liu, Chunyu Qiang, Cheng Gong, Yifan Yang, Tianchi Liu, Junyu Wang, Nana Hou, Meng Ge, Fuming You, Yang Wei, Zhongqian Sun, Hu Haifeng, Xiaobao Wang, Eng Siong Chng, Xie Chen, Longbiao Wang, Jianwu Dang

  • UniMoE-Audio: Unified Speech and Music Generation with Dynamic-Capacity Mixture-of-Experts
    Zhenyu Liu, Yunxin Li, Xuanyu Zhang, Qixun Teng, Shenyuan Jiang, Xinyu Chen, Haoyuan Shi, Haolan Chen, Fanbo Meng, Minjun Zhao, Yu Xu, Yancheng He, Baotian Hu, Haizhou Li, Min Zhang

  • Are LLMs Reliable Rankers? Rank Manipulation via Two-Stage Token Optimization
    Tiancheng Xing, Jerry Li, Yixuan Du, Xiyang Hu

  • KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning
    Jingjiang Liu, Jia Zhu, Hanghui Guo, Weijie Shi, Yue Cui, Xiaokang Jin, Yilin Wang, Qingyu Niu, Jiawei Shen, Guoqing Ma, Yidan Liang, Shimin Di, Jiajie Xu

  • RepoGenesis: Benchmarking End-to-End Microservice Generation from Readme to Repository
    Zhiyuan Peng, Xin Yin, Pu Zhao, Fangkai Yang, Lu Wang, Ran Jia, Xu Chen, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang

  • CityCube: Benchmarking Cross-view Spatial Reasoning on Vision-Language Models in Urban Environments
    Haotian Xu, Yue Hu, Zhengqiu Zhu, Chen Gao, Ziyou Wang, Junreng Rao, Wenhao Lu, Weishi Li, Quanjun Yin, Yong Li

  • ContrastKV: Robust KV Cache Eviction via Contrastive Signal Fusion for Multi-Query Generalization
    Xingchi Chen, Peiyuan Zong, Ziqiang Gao, Qing Li, Yong Jiang, Fa Zhu, Hui Li

  • Teach a Reward Model to Correct Itself: Reward Guided Adversarial Failure Discovery for Robust Reward Modeling
    Pankayaraj Pathmanathan, Furong Huang

  • Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs
    Zhenyu Liu, Xuanyu Zhang Yunxin Li, Qixun Teng, Shenyuan Jiang, Haolan Chen, Minjun Zhao, Fanbo Meng, Yu Xu, Yancheng He, Baotian Hu, Haizhou Li, Min Zhang

  • VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models
    Huawei Ji, Yuanhao Sun, Yuan Jin, Cheng Deng, Jiaxin Ding, Luoyi Fu, Xinbing Wang

  • CoSToM: Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models
    Mengfan Li, Xuanhua Shi, Yang Deng

  • ConlangCrafter: Constructing Languages with a Multi-Hop LLM Pipeline
    Morris Alper, Moran Yanuka, Raja Giryes, Gasper Begus

  • XY-Tokenizer: Mitigating the Semantic-Acoustic Conflict in Low-Bitrate Speech Codecs
    Yitian Gong, Luozhijie Jin, Kuangwei Chen, Dong Zhang, Ruifan Deng, Xiaogui Yang, Xin Zhang, Zhaoye Fei, Qinyuan Cheng, Shimin Li, Xipeng Qiu

  • Empathy in Diversity: Personalized Depression and Anxiety Therapy via Dialogue State Tracking and Patient-Aware Planning
    Xinwei Yang, Junyi Fan, Yuqing Liu, Jiaxuan Wang, Jiashuai Zhang, Hongru Liang, Wenqiang Lei, Yao Song

  • VAPO: End-to-end Slide-Enhanced Speech Recognition with Omni-modal Large Language Models
    Rui Hu, Delai Qiu, Yining Wang, Shengping Liu, Jitao Sang

  • “Newspaper Eat” Means “Not Tasty”: A Taxonomy and Benchmark for Coded Language in Real-World Chinese Online Reviews
    Ruyuan Wan, Changye Li, Ting-Hao ‘Kenneth’ Huang

  • Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training
    Kailai Yang, Xiao Liu, Lei Ji, Hao Li, Xiao Liang, Zhiwei Liu, Yeyun Gong, Peng Cheng, Mao Yang

  • Experience-driven Multi-turn Reinforcement Learning for GUI Agents
    Zhengxi Lu, Jiabo Ye, Fei Tang, Yongliang Shen, Haiyang Xu, Ziwei Zheng, Weiming Lu, Ming Yan, Fei Huang, Jun Xiao, Yueting Zhuang

  • UMMF: Protecting Copyright of Large Vision-Language Models through Unlearning-based Multimodal Memorization Fingerprint
    Xiaofan Zheng, Xinghao Wang, Xiaojun Wan

  • Automatic Correction of Writing Anomalies in Hausa Texts
    Ahmad Mustapha Wali, Sergiu Nisioi

  • OS-Sentinel: Towards Safety-Enhanced Mobile GUI Agents via Hybrid Validation in Realistic Workflows
    Qiushi Sun, Mukai Li, Zhoumianze Liu, Zhihui Xie, Fangzhi Xu, Zhangyue Yin, Kanzhi Cheng, Zehao Li, Zichen Ding, Qi Liu, Zhiyong Wu, Zhuosheng Zhang, Ben Kao, Lingpeng Kong

  • PAM: Enhancing General Alignment of Large Reasoning Models through Priority-Aware Metacognition
    Zhihao Xu, Fuzhen Yang, Liang Lin, Xiting Wang

  • One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework
    Qi Jia, Ye Shen, Xiujie Song, Kaiwei Zhang, Shibo Wang, Dun Pei, Xiangyang Zhu, Guangtao Zhai

  • AGSC: Adaptive Granularity and Semantic Clustering for Uncertainty Quantification in Long-text Generation
    Guanran Luo, Wentao Qiu, Wanru Zhao, Wenhan Lv, Zhongquan Jian, Meihong Wang, Qingqiang Wu

  • Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs
    Yu Li, Xiaoran shang, Qizhi Pei, Yun Zhu, Xin Gao, Honglin Lin, Zhanping Zhong, Zhuoshi Pan, Zheng Liu, Xiaoyang Wang, Conghui He, Dahua Lin, Feng Zhao, Lijun Wu

  • Understanding or Memorizing? A Case Study of German Definite Articles in Language Models
    Jonathan Drechsel, Erisa Bytyqi, Steffen Herbold

  • Alloc-MoE: Budget-Aware Expert Activation Allocation for Efficient Mixture-of-Experts Inference
    Baihui Liu, Kaiyuan Tian, Wei Wang, Zhaoning Zhang, Linbo Qiao, Dongsheng Li

  • CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback
    Qiushi Sun, Jingyang Gong, Lei Li, Qipeng Guo, Fei Yuan

  • Benchmarking and Learning Real-World Customer Service Dialogue
    Tianhong Gao, Jundong Shen, Jiapeng Wang, Bei Shi, Ying Ju, Junfeng Yao, Huiyu Yu

  • AdaJudge: Adaptive Multi-Perspective Judging for Reward Modeling
    Yongliang Miao, Yangyang Liang, Mengnan Du

  • IEvoAgent: Evolving Conversational Agent based on User Implicit Feedback
    Yichen Cai, Jiayang Li, Junyuan Qiu, Jingya Guo, Weitao You, Changyuan Yang, Lingyun Sun, Pei Chen

  • SGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning
    Jiaqi Li, Zhijing Zhang, Jiahui Geng, Sheng Bi, Chuanyi Zhang, Fan Liu, Guilin Qi

  • VIGIL: Defending LLM Agents Against Tool-Stream Injection via Verify-Before-Commit
    Junda lin, Zhaomeng Zhou, Zhi Zheng, Shuochen Liu, Tong Xu, Yong Chen, Enhong Chen

  • “I See What You Did There”: Can Large Vision-Language Models Understand Multimodal Puns?
    Naen Xu, Jiayi Sheng, Changjiang Li, Chunyi Zhou, Yuyuan Li, Tianyu Du, Jun Wang, Zhihui Fu, Jinbao Li, Shouling Ji

  • TRACE: Traversal Retrieval-Augmented Chain of Evidence for Document Understanding
    Liqi He, Zuchao Li, Hao Huang, Ping Wang

  • FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph
    Xiang Li, Penglei Sun, Wanyun Zhou, Zikai Wei, Yongqi Zhang, Xiaowen Chu

  • EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery
    Xiaoyu Xiong, Yuqi Ren, Deyi Xiong

  • DREAM: Deep Research Evaluation with Agentic Metrics
    Elad Ben Avraham, ChangHao Li, Ron Dorfman, Roy Ganz, Oren Nuriel, Amir Dudai, Aviad Aberdam, Noah Flynn, Elman Mansimov, Aditya Kalyanpur, Ron Litman

  • ThinkPersona: Thinking with Persona Graphs for Faithful Individualized Role-Playing
    Yichen Cai, Pei Chen, Jiayang Li, Jingya Guo, Zejian Li, Changyuan Yang, Lingyun Sun

  • Sparrow: Text-Anchored Window Attention with Visual-Semantic Glimpsing for Speculative Decoding in Video LLMs
    Libo Zhang, Zhaoning Zhang, Wangyang Hong, Peng Qiao, Dongsheng Li

  • SPEAK: Spiking Neurons as an Entropy-Aware Tokenizer for Large Language Models
    Ming Chen, Wenyao Li, Chao Liang, Shi Gu, Peng Lin, De Ma, Huajin Tang, Qian Zheng, Gang Pan

  • Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text
    Zhihao Xu, Rumei Li, Jiahuan Li, Rongxiang Weng, Jingang Wang, Xunliang Cai, Xiting Wang

  • A Layer-wise Analysis of Supervised Fine-Tuning
    Qinghua Zhao, Xueling Gong, Xinyu Chen, Zhongfeng Kang, Xinlu Li

  • Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation
    Yiyang Jiang, Li Zhang, Xiao-Yong Wei, Li Qing

  • CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning
    Biao Yi, Tiansheng Huang, Baolei Zhang, Tong Li, Lihai Nie, Zheli Liu, Li Shen

  • Correct When Paired, Wrong When Split: Decoupling and Editing Modality-Specific Neurons in MLLMs
    Tingchao Fu, Wenkai Wang, Fanxiao Li, Huadong Zhang, Jinhong Zhang, Dayang Li, Yunyun Dong, Renyang Liu, Wei Zhou

  • ACIArena: Toward Unified Evaluation for Agent Cascading Injection
    Hengyu An, Minxi Li, Jinghuai Zhang, Naen Xu, Chunyi Zhou, Changjiang Li, Xiaogang Xu, Tianyu Du, Shouling Ji

  • PLAWBENCH: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal Practice
    Yuzhen Shi, Huanghai Liu, Yiran Hu, Song Gaojie, Xu Xinran, Yubo Ma, Tianyi Tang, Li Zhang, Qingjing Chen, Feng Di, Wenbo Lv, Weiheng Wu, Kexin Yang, Sen Yang, Wei Wang, Rongyao Shi, Qiu Yuanyang, Yuemeng Qi, Zhang Jingwen, Sui Xiaoyu, Yifan Chen, Zhang Yi, An Yang, Bowen Yu, Dayiheng Liu, Junyang Lin, Weixing Shen, Bing Zhao, Charles L. A. Clarke, Hu Wei

  • VoxMind: An End-to-End Agentic Spoken Dialogue System
    Tianle Liang, Yifu Chen, Shengpeng Ji, Yijun Chen, Zhiyang Jia, Jingyu Lu, Fan Zhuo, Xueyi Pu, Yangzhuo Li, Zhou Zhao

  • MT³: A Synergistic Multi-Task RL Framework for Specializing MLLMs in Text Image Machine Translation
    Zhaopeng Feng, Yupu Liang, Shaosheng Cao, Jiayuan Su, Jiahan Ren, zhijie Zhou, Wenxuan Huang, Jian Wu, Zuozhu Liu

  • Do LLMs Capture Embodied Cognition and Cultural Variation? Cross-Linguistic Evidence from Demonstratives
    Yu Wang, Emmanuele Chersoni, Chu-Ren Huang

  • Feeling Rules in Language Models: Mapping Norms of Emotional Appropriateness Across Roles, Institutions, and Intensity
    Guangrui Fan, DanDan Liu, Aznul Qalid Md Sabri, Rui Zhang, Lihu Pan

  • SGT: Securing Open-Source LLMs Against Malicious Fine-tuning via Safety Guidance Trigger
    Sunguk Shin, Fangzhao Wu, Byung-Jun Lee, Meeyoung Cha, Sungwon Park

  • Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
    Xiang Hu, Zhanchao Zhou, Ruiqi Liang, Zehuan Li, Wei Wu, Jianguo Li

  • Self-Reflective Generation at Test Time
    Jian Mu, Qixin Zhang, Zhiyong Wang, Menglin Yang, Shuang Qiu, Chengwei Qin, Zhongxiang Dai, Yao Shu

  • GKnow: Measuring the Entanglement of Gender Bias and Factual Gender
    Leonor Veloso, Hinrich Schütze

  • Reinforcing Agentic Search Via Reward Density Optimization
    Kun Luo, Hongjin Qian, Zheng Liu, Ziyi Xia, Shitao Xiao, Zhao Cao, Siqi Bao, Jun Zhao, Kang Liu

  • Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration
    Zijun Liu, Zhennan Wan, Peng Li, Ming Yan, Fei Huang, Yang Liu

  • M²PO: Multi-Perspective Multi-Pair Preference Optimization for Machine Translation
    Hao Wang, Linlong Xu, Heng Liu, Yangyang Liu, Xiaohu Zhao, Bo Zeng, Liangying Shao, Yichen Dong, Xinwei Wu, Jiang Zhou, Tianyu Dong, Xiangxiang Zeng, Longyue Wang, Weihua Luo

  • An Exploration of Mamba for Speech Self-Supervised Models
    Tzu-Quan Lin, Heng-Cheng Kuo, Tzu-Chieh Wei, Hsi-Chun Cheng, Chun Wei Chen, Hsien-Fu Hsiao, Yu Tsao, Hung-yi Lee

  • Ready Jurist One: Benchmarking Language Agents for Legal Intelligence in Dynamic Environments
    Zheng Jia, Shengbin Yue, Wei Chen, Siyuan Wang, Yidong Liu, Zejun Li, Yun Song, Zhongyu Wei

  • When Morphology Hides in Plain Sight: Breaking the Isolation in Vietnamese and Beyond
    Anh Trac Duc Dinh, Khang Hoang Nhat Vo, Tai Tien Ta, Vinh Cong Doan, Tho Quan

  • FineLAP: Taming Heterogeneous Supervision for Fine-grained Language-Audio Pretraining
    Xiquan Li, Xuenan Xu, Ziyang Ma, Wenxi Chen, Haolin He, Qiuqiang Kong, Xie Chen

  • OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory
    Jinze Li, Yang Zhang, Xin Yang, Jiayi Qu, Jinfeng Xu, Shuo Yang, Junhua Ding, Edith Cheuk-Han Ngai

  • From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation
    Kaiwen Wei, Kejun He, Xiaomian Kang, Jie Zhang, Yuming Yang, Li Jin, Zhenyang Li, Jiang Zhong, He Bai, Junnan Zhu

  • MuSe: Multi-Stage Graph Reasoning via Vision-Language Models
    Guanyu Wang, Xu Chu, Zhijie Tan, Xinrong Chen, Tong Mo, Weiping Li

  • Where and What: Reasoning Dynamic and Implicit Preferences in Situated Conversational Recommendation
    Dongding Lin, Jian Wang, Yongqi Li, Wenjie Li

  • When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors
    Chenghao Yang, Yuning Zhang, Zhoufutu Wen, Tao Gong, Jiaheng Liu, Qi Chu, Nenghai Yu

  • Mind the (DH) Gap! A Contrast in Risky Choices Between Reasoning and Conversational LLMs
    Luise Ge, Yongyan Zhang, Yevgeniy Vorobeychik

  • Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding
    Wenqing Hou, Hongkui Tu, Ye Wang, Yue Zhang, Yuying Liu, Dong Zhu, Liqun Gao, Bin Zhou

  • From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning
    Pei Chen, Xilai Wang, Qixu Shi, Zejian Li, Lingyun Sun

  • Distilling Large Embeddings via Hyperspherical Householder Quantization
    Yihang Wang, Bin Wu, Yueyang Su, Tianfu Zhang, Yiqi Du, Lei Yu, Jiafeng Guo, Xueqi Cheng

  • Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness
    Tomer Ashuach, Liat Ein-Dor, Shai Gretz, Yoav Katz, Yonatan Belinkov

  • Unified Thinker: A General Reasoning Core for Image Generation
    Sashuai Zhou, Qiang Zhou, Jijin Hu, Hanqing Yang, Yue Cao, Junpeng Ma, Yinchao Ma, Jun Song, Tiezheng Ge, Cheng Yu, Bo Zheng, Zhou Zhao

  • Visual and Memory–Augmented Soccer Commentary Generation
    Haoran Sun, Natthawut Kertkeidkachorn, Kiyoaki Shirai

  • InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning
    Junyou Su, He Zhu, Xiao Luo, Liyu Zhang, Hong-Yu Zhou, Yun Chen, Peng Li, Yang Liu, Guanhua Chen

  • Jakiro: Boosting Speculative Decoding via Decoupled MoE
    Haiduo Huang, Fuwei Yang, Zhenhua Liu, Pengju Ren

  • Beyond Word Boundaries: A Hebrew Coreference Benchmark and an Evaluation Protocol for Morphologically Complex Text
    Refael Shaked Greenfeld, Reut Tsarfaty

  • Reasoning with Ontology Graph: Toward Type-Constrained Knowledge Graph Question Answering
    Yongxue Shan, Jie Peng, Zixuan Dong, Fei Hu, Xiaodong Wang

  • Visual Self-Fulfilling Alignment: Shaping Safety-Oriented Personas via Threat-Related Images
    Qishun Yang, Shu Yang, Lijie Hu, Di Wang

  • GRASPrune: Global Gating for Budgeted Structured Pruning of Large Language Models
    Ziyang Wang, Jiangfeng Xiao, Chuan Xiao, Ruoxiang Li, Rui Mao, Jianbin Qin

  • All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
    Yuechen Jiang, Zhiwei Liu, Yupeng Cao, Yueru He, Ziyang Xu, Chen Xu, Zhiyang Deng, Prayag Tiwari, Xi Chen, Alejandro Lopez-Lira, Jimin Huang, Junichi Tsujii, Sophia Ananiadou

  • Musical Score Understanding Benchmark: Evaluating Large Language Models’ Comprehension of Complete Musical Scores
    Congren Dai

  • EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence
    Chaoyin She, Ruifang Lu, Lida Chen, Wei Wang, Qinghua Huang

  • Critical-CoT: A Robust Defense Framework against Reasoning-Level Backdoor Attacks in Large Language Models
    Vu Tuan Truong, Long Bao Le

  • How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study
    Zhen Yang, Ping Jian, Zhongbin Guo, Zuming Zhang, Chengzhi Li, Yonghong Deng, Xinyue Zhang, Wenpeng Lu

  • Sycophants in the Courtroom: Are LLMs Fragile to Juridical Authority and Evolving Legal Standards?
    Lorenzo Molfetta, Alessio Cocchieri, Luca Ragazzi, Ilaria Bartolini, Marco Patella, Gianluca Moro

  • Valid Survey Simulations with Limited Human Data: The Roles of Prompting, Fine-Tuning, and Rectification
    Stefan Krsteski, Giuseppe Russo, Serina Chang, Robert West, Kristina Gligorić

  • ODUTQA-MDC: A Task for Open-Domain Underspecified Tabular QA with Multi-turn Dialogue-based Clarification
    Zhensheng Wang, Zhanteng Lin, Wenmian Yang, Kun Zhou, Yiquan Zhang, Weijia Jia

  • CuBridge: An LLM-Based Framework for Understanding and Reconstructing High-Performance Attention Kernels
    Xing Ma, Yangjie Zhou, Wu Sun, Zihan Liu, Jingwen Leng, Yun Lin, Shixuan Sun, Minyi Guo, Jin Song Dong

  • Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories
    Peiyang Liu, Zhirui Chen, Xi Wang, Di Liang, Youru Li, Zhi Cai, Wei Ye

  • Defenses Against Prompt Attacks Learn Surface Heuristics
    Li Li, Chenxiao Yu, Zhiyu Ni, Hao Li, Charith Peris, Chaowei Xiao, Yue Zhao

  • Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data
    FengXian Dong, Zhi Zheng, Xiao Han, Wei Chen, Jingqing Ruan, Tong Xu, Yong Chen, Enhong Chen

  • Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning
    Qiao Liang, Yuke Zhu, Chao Ge, Lei Yang, Ying Shen, Bo Zheng, Sheng Guo

  • Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning
    Qiao Liang, Yuke Zhu, Chao Ge, Lei Yang, Ying Shen, Bo Zheng, Sheng Guo

  • Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training
    Mengxiang Zhang, Lingyuan Liu

  • Reinforcement Learning on Pre-Training Data
    Siheng Li, Kejiao Li, Zenan Xu, Guanhua Huang, Kun Li, Haoyuan Wu, Jiajia Wu, Zihao Zheng, Chenchen Zhang, Kun Shi, Xue Gong, Qi Yi, Ruibin Xiong, Tingqiang Xu, Yuhao Jiang, Jianfeng Yan, Yuyuan Zeng, Guanghui Xu, Jinbao Xue, Zhijiang xu, Zheng Fang, Shuai Li, Qibin Liu, Xiaoxue Li, Zhuoyu Li, Yangyu Tao, Fei Gao, Cheng Jiang, Bochao Wang, Kai Liu, Jianchen Zhu, Wai Lam, Bo Zhou, Di Wang

  • Limited Linguistic Diversity in Embodied AI Datasets
    Selma Wanna, Agnes Luhtaru, Jonathan Salfity, Ryan Barron, Juston Moore, Cynthia Matuszek, Mitch Pryor

  • Improving Retrieval-Augmented Generation without Taxonomy-based Error Categorization
    Gongbo Zhang, Yifan Peng, Chunhua Weng

  • Towards Mitigating Modality Bias in Vision-Language Models for Temporal Action Localization
    Jiaqi Li, Guangming Wang, Shuntian Zheng, Minzhe Ni, Xiaoman Lu, Guanghui Ye, Yu Guan

  • CreditDecoding: Accelerating Parallel Decoding in Diffusion Large Language Models with Trace Credit
    Kangyu Wang, Zhiyun Jiang, Haibo Feng, Weijia Zhao, Lin Liu, Jianguo Li, Zhenzhong Lan, Weiyao Lin

  • Question Difficulty Estimation for Large Language Models via Answer Plausibility Scoring
    Jamshid Mozafari, Bhawna Piryani, Adam Jatowt

  • Vector Calligrapher: Generating Scalable Vector Graphics via Structured Linguistic Supervision
    Bo Zhou, Xikang Chen, Yan Gong, Yin Zhang

  • CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval
    Jiahui Geng, Fengyu Cai, Shaobo Cui, Qing Li, Liangwei Chen, Chenyang Lyu, Haonan Li, Derui Zhu, Alexander Pretschner, Heinz Koeppl, Fakhri Karray

  • Sherry: Hardware-Efficient 1.25-Bit Ternary Quantization via Fine-grained Sparsification
    Hong Huang, Decheng Wu, Qiangqiang Hu, Guanghua Yu, Jinhai Yang, Jianchen Zhu, Xue Liu, Dapeng Wu

  • DMN: A Compositional Framework for Jailbreaking Multimodal LLMs with Multi-Image Inputs
    Wenzhuo Xu, Zhipeng Wei, Zonghao Ying, Deyue Zhang, Dongdong Yang, Xiangzheng Zhang, Quanchen Zou

  • PIAST: Rapid Prompting with In-context Augmentation for Scarce Training data
    Paweł Batorski, Paul Swoboda

  • ProgressLM: Towards Progress Reasoning in Vision-Language Models
    Jianshu Zhang, Chengxuan Qian, Haosen Sun, Haoran Lu, Dingcheng Wang, Letian Xue, Han Liu

  • Forest Before Trees: Latent Superposition for Efficient Visual Reasoning
    Yubo Wang, Juntian Zhang, Yichen Wu, Yankai Lin, Nils Lukas, Yuhan Liu

  • Beyond Pedagogical Principles: Multi-Horizon Preference Optimization for Efficient Socratic Tutoring
    Xin Shi, Chao Zhang, Yifan Zhu, Xueqiao Zhang, Yawei Luo

  • Protecting Language Models Against Unauthorized Distillation through Trace Rewriting
    Xinhang Ma, William Yeoh, Ning Zhang, Yevgeniy Vorobeychik

  • The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents
    Weihao Xuan, Qingcheng Zeng, Heli Qi, Yunze Xiao, Junjue Wang, Naoto Yokoya

  • XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants
    Adam Štorek, Mukur Gupta, Noopur Bhatt, Aditya Gupta, Janie Kim, Prashast Srivastava, Suman Jana

  • SafeMCP: Proactive Power Regulation for LLM Agent Defense via Environment-Grounded Look-Ahead Reasoning
    Lichao Wang, Zhaoxing Ren, Tianzhuo Yang, Jiaming Ji, Chi Harold Liu, Yaodong Yang, Juntao Dai

  • C2: Scalable Rubric-Augmented Reward Modeling from Binary Preferences
    Akira Kawabata, Saku Sugawara

  • LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models
    Fengqi Zhu, Rongzhen Wang, Shen Nie, Xiaolu Zhang, Chunwei Wu, Jun Zhou, Yankai Lin, Ji-Rong Wen, Chongxuan Li

  • HarmRLVR: Weaponizing Verifiable Rewards for Harmful LLM Alignment
    Yuexiao Liu, Lijun Li, Xingjun Wang, Jing Shao

  • Just Pass Twice: Efficient Token Classification with LLMs for Zero-Shot NER
    Ahmed Ewais, Ahmed Hashish, Amr Ali

  • Lifting Optimized Binaries to Canonical Compiler IR via Structure-Aware Retrieval and Iterative Verification
    Xiaoao Zhu, Jie Ren, Zhiqiang Li, Jie Zheng, Zhanyong Tang, Zheng Wang

  • Provably Safe Offline-to-Online RL: Decoupling Learning from Data-Driven Safety Enforcement
    Kaitong Cai, Jusheng Zhang, Keze Wang

  • SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs
    Sihang Zhao, Kangrui Yu, Youliang Yuan, Pinjia He, Hongyi Wen

  • Evolving Sparsity: Leveraging Token Importance Dynamics for Efficient LLM Decoding with Sparse Attention
    Ruizi Han, Miao Zhang, Ziyue Qiao, Liqiang Nie

  • MOA: Multi-Objective Alignment for Role-Playing Agents
    Chonghua Liao, Ke Wang, Yuchuan Wu, Ruoran Li, Fei Huang, Yongbin Li

  • Losing our Tail, Again: (Un)Natural Selection & Multilingual LLMs
    Eva Vanmassenhove

  • From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents
    Niu Lian, Yuting Wang, Hanshu Yao, Jinpeng Wang, Bin Chen, Yaowei Wang, Min Zhang, Shu-Tao Xia

  • Chain-of-Memory: Lightweight Memory Construction with Dynamic Evolution for LLM Agents
    Xiucheng Xu, Bingbing Xu, Tian Xueyun, Zihe Huang, Rongxin Chen, Li Yunfan, Huawei Shen

  • WebCoderBench: Benchmarking Web Application Generation with Comprehensive and Interpretable Evaluation Metrics
    Chenxu Liu, Yingjie Fu, Wei Yang, Ying Zhang, Tao Xie

  • Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models
    Ekaterina Fadeeva, Tianyi Wu, Mubashara Akhtar, Jiaheng Zhang, Elliott Ash, Markus Leippold, Timothy Baldwin, See-Kiong Ng, Artem Shelmanov, Mrinmaya Sachan

  • Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs
    Haoyue Liu, Zhichao Wang, Yongxin Guo, Haoran Shou, Xiaoying Tang

  • Cognitive Alpha Mining via LLM-Driven Code-Based Evolution
    Fengyuan Liu, Yi Huang, Sichun Luo, Yuqi Wang, Yazheng Yang, Xinye Li, Zefa Hu, Junlan Feng, Qi Liu

  • Why Do Emotions Change? Appraisal-Guided Reasoning for Emotion–Cause Triplet Extraction in Conversations
    Qiao Liang, Ying Shen, Yao Liu, Tiantian Chen, Lin Zhang

  • Why Do Emotions Change? Appraisal-Guided Reasoning for Emotion–Cause Triplet Extraction in Conversations
    Qiao Liang, Ying Shen, Yao Liu, Tiantian Chen, Lin Zhang

  • KV-Embedding: Training-free Text Embedding via Internal KV Re-routing in Decoder-only LLMs
    Yixuan Tang, Yi Yang

  • Fingerprinting LLMs via Prompt Injection
    Yuepeng Hu, Zhengyuan Jiang, Mengyuan Li, Osama Ahmed, Zhicong Huang, Cheng Hong, Neil Zhenqiang Gong

  • Exploring Layer Activation Dynamic of CoT via Knowledge Probe
    Chuanxin Zhang, Jiajun Liu, Yao He, Wenjun Ke, Peng Wang, Yankun Le, Sirui Liu, Zhaoyu Yang

  • From Trust to Compromise: Outcome-Verified LLM Phishing Simulation and Real-Time Defense
    Tulika Tewari, Nalin Asanka Gamagedara Arachchilage, Jagat Sesh Challa, Dhruv Kumar

  • EvoNarrator: Modeling Scientific Evolution for Feasible Hypothesis Generation
    Xiaoying Le, Pengfei Qian, Yuanzhao Zhai, Xu Zhang, Qian Liu, Dawei Feng, Bo Ding

  • DecoCal: Decoding with Calibration in Diffusion Large Language Models
    Fan Xu, Huixuan Zhang, Xiaojun Wan

  • LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection
    Cheng Xu, Changhong Jin, Yingjie Niu, Nan Yan, Yuke Mei, Shuhao Guan, Liming Chen, Tahar Kechadi

  • Beyond “I Don’t Know”: Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty
    Jingyi Ren, Ante Wang, Yunghwei Lai, Xiaolong Wang, Linlu Gong, Weitao Li, Weizhi Ma, Yang Liu

  • Unlearners Can Lie: Evaluating and Improving Honesty in LLM Unlearning
    Renjie Gu, Jiazhen Du, Yihua Zhang, Sijia Liu

  • MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching
    Changle Qu, Sunhao Dai, Hengyi Cai, Jun Xu, Shuaiqiang Wang, Dawei Yin

  • Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation
    Pingzhi Tang, Yiding Wang, Muhan Zhang

  • BhashaSutra: A Task-Centric Unified Survey of Indian NLP Datasets, Corpora, and Resources
    Raghvendra Kuma, Devankar Raj, Sriparna Saha

  • A Dual-Task Paradigm to Investigate Sentence Comprehension Strategies in Language Models
    Rei Emura, Saku Sugawara

  • Diffusion-CAM: Faithful Visual Explanations for dMLLMs
    Haomin Zuo, Yidi Li, Luoxiao Yang, Xiaofeng Zhang

  • Beyond Noise: Characterizing Creative Potential in Unverifiable LLM Hallucinations
    Yu Yan, Chunhong Zhang, Haiyu Zhao, Ziyang Zeng, Zihao Liu, Yongkang Wu, Jianzhou Diao, YiJie Chen, Shujie Wang, Zheng Hu

  • LLM-SLM Collaborative Framework of Idiomatic Expression Generation
    Hui Gao, Changhao Song, Peng Zhang, Jing Zhang, Chang Yang, Liuxian Ge

  • Focus-dLLM: Accelerating Long-Context Diffusion LLM Inference via Confidence-Guided Context Focusing
    Lingkun Long, Yushi Huang, Shihao Bai, Ruihao Gong, Jun Zhang, Ao Zhou, Jianlei Yang

  • Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation
    Wei Zhou, Bolei Ma, Annemarie Friedrich, Mohsen Mesgar

  • RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents
    Jize Wang, Han Wu, Zhiyuan You, Yiming Song, Yijun Wang, Zifei Shan, Yining Li, Songyang Zhang, Xinyi Le, Cailian Chen, Xinping Guan, Dacheng Tao

  • Patches of Nonlinearity: Instruction Vectors in Large Language Models
    Irina Bigoulaeva, Jonas Rohweder, Subhabrata Dutta, Iryna Gurevych

  • Reasoning Gets Harder for LLMs Inside A Dialogue
    Ivan Kartáč, Mateusz Lango, Ondřej Dušek

  • Capability Decomposition for Unified Information Extraction via Hierarchical Mixture-of-Experts
    Jing Zhou, Peng Wang, Wenjun Ke, Jiajun Liu, Yao He

  • PDR: A Plug-and-Play Positional Decay Framework for LLM Pre-training Data Detection
    Jinhan Liu, Yibo Yang, Ruiying Lu, Piotr Piękos, Yimeng Chen, Peng Wang, Dandan Guo

  • PRISM: Probabilistic Reward Model with Inherent Structural Modeling
    Yuhang Zhou, Yuchen Ni, Xiang Liu, Shihan Dou, Xutian Chen, Ge Zhang, Guangnan Ye, Yixin Cao

  • Multilingual Idioms in Sentences and Conversations Across High-, Medium-, and Low-Resource Languages
    Saeed Almheiri, Bilal Elbouardi, Salsabila Zahirah Pranida, Irina Nikishina, Ashwath Rao B, Parameswari Krishnamurthy, Muhammad Cendekia Airlangga, Rifo Ahmad Genadi, Nguyễn Phan Gia Bảo, Amir Hossein Yari, Hawau Olamide Toyin, Nurdaulet Mukhituly, Mena Attia, Besher Hassan, Ahmad Fathan Hidayatullah, Tatsuki Kuribayashi, Haonan Li, Suma Bhat, Fajri Koto

  • Author-in-the-Loop Response Generation and Evaluation: Integrating Author Expertise and Intent in Responses to Peer Review
    Qian Ruan, Iryna Gurevych

  • WeightLoRA: Keep Only Necessary Adapters
    Andrey Veprikov, Vladimir Solodkin, Zyl Alexander, Andrey Savchenko, Aleksandr Beznosikov

  • Reward Modeling for Scientific Writing Evaluation
    Furkan Şahinuç, Subhabrata Dutta, Iryna Gurevych

  • Deriving Character Logic from Storyline as Codified Decision Trees
    Letian Peng, Kun Zhou, Longfei Yun, Yupeng Hou, Jingbo Shang

  • GASim: A Graph-Accelerated Hybrid Framework for Social Simulation
    Xuan Zhou, Yanhui Sun, Hantao Yao, Allen He, Yongdong Zhang, Wu Liu

  • Mock Worlds, Real Skills: Building Small Agentic Language Models with Synthetic Tasks, Simulated Environments, and Rubric-Based Rewards
    Yuanjie Lyu, Chengyu Wang, Lei Shen, Jun Huang, Tong Xu

  • Investigating Cross-Modal Skill Injection: Scenarios, Methods, and Hyperparameters
    Zhiyu Xu, Lean Wang, Yuanxin Liu, Lei Li, Hao Zhou, Fandong Meng, Jie Zhou, Xu Sun

  • The Bidirectional Process Reward Model
    Lingyin Zhang, Jun Gao, Xiaoxue Ren, Ziqiang Cao

  • AgentMark: Utility-Preserving Behavioral Watermarking for Agents
    Kaibo Huang, Jin Tan, Yukun Wei, Wanling Li, Zipei Zhang, Hui Tian, Zhongliang Yang, Linna Zhou

  • Deep Kernel Fusion for Transformers
    Zixi Zhang, Zhiwen Mo, Yiren Zhao, Robert Mullins

  • Generative Gamer: Learning Equilibrium Strategy by LLM-driven Dynamic Deduction
    Yadong Zhang, Xinshu Shen, Yupei Ren, Shangqing Zhao, Man Lan

  • Probing for Reading Times
    Eleftheria Tsipidi, Samuel Kiegeland, Francesco Ignazio Re, Tianyang Xu, Mario Giulianelli, Karolina Stanczak, Ryan Cotterell

  • No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning
    Zhicong Li, Lingjie Jiang, Yulan Hu, Xingchen Zeng, Yixia Li, Xiangwen Zhang, Guanhua Chen, Zheng Pan, Xin Li, Yong Liu

  • Continuous Interpretive Steering for Scalar Diversity
    Ye-eun Cho

  • A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement
    Shengji Tang, Jianjian Cao, Weihao Lin, Jiale Hong, Bo Zhang, Shuyue Hu, Lei Bai, Tao Chen, Wanli Ouyang, Peng Ye

  • From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection
    Qingyan Wang, Lianwei Wu, Botao Wang, Kang Wang, Yaxiong Wang

  • UR²: Unify RAG and Reasoning through Reinforcement Learning
    Weitao Li, Boran Xiang, Xiaolong Wang, Jingyi Ren, Ante Wang, Zhinan Gou, Weizhi Ma, Yang Liu

  • LLM-as-Scheduler: Agentic Workflow Dynamic Scheduling
    Dawei Xiang, Kexin Chu, Wenyan Xu, Wenhui Zhang, Wei Zhang

  • Mathematical Proof as a Litmus Test: Revealing Failure Modes of Advanced Large Reasoning Models
    Dadi Guo, Jiayu Liu, Zhiyuan Fan, Zhitao He, Haoran Li, Yuxin Li, Yumeng Wang, Yi R. Fung

  • Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
    Sikuan Yan, Xiufeng Yang, Zuchao Huang, Ercong Nie, Zifeng Ding, Zonggen Li, Xiaowen Ma, Jinhe Bi, Kristian Kersting, Jeff Z. Pan, Hinrich Schuetze, Volker Tresp, Yunpu Ma

  • CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents
    Jiayu Liu, Cheng Qian, Zhaochen Su, Qing Zong, Shijue Huang, Bingxiang He, Yi R. Fung

  • Decoding Scientific Experimental Images: The SPUR Benchmark for Perception, Understanding, and Reasoning
    Junpeng Ding, Zichen Tang, Haihong E, Mengyuan Ji, Yang Liu, Haolin Tian, Haiyang Sun, Pengqi Sun, Yang Xu, Yichen Liu, Haocheng Gao, Zijie Xi, Ruomeng Jiang, Peizhi Zhao, Rongjin Li, Yuanze Li, Jiacheng Liu, Zhongjun Yang, Jintong Chen, Siying Lin

  • SegTune: Structured and Fine-Grained Control for Song Generation
    Yuejiao Wang, Zihao Ji, Pengfei Cai, Xu Li, Haorui Zheng, Zewen Song, Zhongliang Liu, Chen Zhang, Pengfei Wan

  • Making Large Language Models Efficient Dense Retrievers
    Yibin Lei, Shwai He, Ang Li, Andrew Yates

  • Lightweight LLM Agent Memory with Small Language Models
    Jiaquan Zhang, Chaoning Zhang, Shuxu Chen, Zhenzhen Huang, Pengcheng Zheng, Zhicheng Wang, Ping Guo, Fan Mo, Sung-Ho Bae, Jie Zou, Jiwei Wei, Yang Yang

  • HeteroSpec: Leveraging Contextual Heterogeneity for Efficient Speculative Decoding
    Siran Liu, Yang Ye, Qianchao Zhu, Zane Cao, Yongchao He

  • A Model of the Language Process
    Brandon Duderstadt, Hayden Helm

  • Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search
    Yu Guo, Shenghao Ye, Shuangwu Chen, Zijian Wen, Tao Zhang, Qirui Bai, Dong Jin, Yunpeng Hou, Huasen He, Jian Yang, Xiaobin Tan

  • Interleaved Tool-Call Reasoning for Protein Function Understanding
    Chuanliu Fan, Zicheng Ma, Huanran Meng, Aijia Zhang, Wenjie Du, Jun Zhang, Ziqiang Cao, Guohong Fu

  • Among Us: Language of Conspiracy Theorists on Mainstream Reddit
    Francesco Corso, Giuseppe Russo, Francesco Pierri, Gianmarco De Francisci Morales

  • HybridKV: Hybrid KV Cache Compression for Efficient Multimodal Large Language Model Inference
    Bowen Zeng, Feiyang Ren, Jun Zhang, Xiaoling Gu, Ke Chen, Lidan Shou, Huan Li

  • Breaking Down and Building Up: Mixture of Skill-Based Vision-and-Language Navigation Agents
    Tianyi Ma, Yue Zhang, Zehao Wang, Parisa Kordjamshidi

  • Bridging Distance and Spectral Positional Encodings via Anchor-Based Diffusion Geometry Approximation
    Zimo Yan, Zheng Xie, Runfan Duan, Chang Liu, Wumei Du

  • A Goal Without a Plan Is Just a Wish: Efficient and Effective Global Planner Training for Long-Horizon Agent Task
    Shuzheng Si, Haozhe Zhao

  • Stereotype Bias in a Bilingual Setting: A Culturally Grounded Evaluation in Kazakhstan
    Nurkhan Laiyk, Daniil Orel, Ayana Mussabayeva, Maiya Goloburda, Kamila Kuishibekova, Liya Goloburda, Diana Turmakhan, Preslav Nakov, Yuxia Wang, Fajri Koto

  • Arguments that Alter Minds: LLM Rationales Sway Human (and LLM) Notions of Plausibility
    Shramay Palta, Peter Rankel, Sarah Wiegreffe, Rachel Rudinger

  • GLARE: Agentic Reasoning for Legal Judgment Prediction
    Xinyu Yang, Chenlong Deng, Zhicheng Dou

  • Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models
    Zhenyu Li, Zuchao Li, Ping Wang, Lefei Zhang, Haojun Ai

  • RoboFailRing: Retrieval-Augmented and Language Grounding Failure Detection for VLM-enabled Robotic Manipulation
    Chenduo Ying, Linkang Du, Yuanchao Shu, Peng Cheng

  • Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning
    YiFan Zhang, Tao Yu, Feng Li, Chaoyou Fu, Yibo Hu, Kun Wang, Qingsong Wen, Zhang Zhang, Liang Wang, Rong Jin

  • CrochetBench: Can Vision-Language Models Move from Describing to Doing in Crochet Domain?
    Peiyu Li, Xiaobao Huang, Ting Hua, Nitesh V Chawla

  • DORA: A Dual-Objective Reinforcement Learning Framework for Effective and Efficient Multimodal Agentic Search
    Guangming Qin, Yuhao Deng, Yukun Zhao, Zhenyang Li, Junfeng Wang, Dawei Yin, Ye Yuan, Guoren Wang, Yizhou Yan, Chengliang Chai, Lei Cao

  • IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation
    Haozhi Fan, Jinhao Duan, Kaidi Xu

  • CODESTRUCT: Code Agents over Structured Action Spaces
    Myeongsoo Kim, Chao-Chun Hsu, Dingmin Wang, Shweta Garg, Varun Kumar, Murali Krishna Ramanathan

  • Answering the Wrong Question: Reasoning Trace Inversion for Abstention in LLMs
    Abinitha Gourabathina, Inkit Padhi, Manish Nagireddy, Subhajit Chaudhury, Prasanna Sattigeri

  • Beyond Single-shot Writing: Deep Research Agents are Unreliable at Multi-turn Report Revision
    Bingsen Chen, Boyan Li, Ping Nie, Yuyu Zhang, Xi Ye, Chen Zhao

  • FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction
    Dong Shu, Yanguang Liu, Huopu Zhang, Mengnan Du

  • ALDEN: Reinforcement Learning for Active Navigation and Evidence Gathering in Long Documents
    Tianyu Yang, Terry Ruas, Yijun Tian, Jan Philip Wahle, Daniel Kurzawe, Bela Gipp

  • Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation
    Yuhao Wang, Ruiyang Ren, Yucheng Wang, Wayne Xin Zhao, Jing Liu, Hua Wu, Haifeng Wang

  • Android Coach: Improve Online Agentic Training Efficiency with Single State Multiple Actions
    Guo Gan, Cong Chen

  • Inside Out: Evolving User-Centric Core Memory Trees for Long-Term Personalized Dialogue Systems
    Jihao Zhao, Ding Chen, Zhaoxin Fan, Kerun Xu, Mengting Hu, Bo Tang, Feiyu Xiong, Zhiyu li

  • FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models
    Dong Shu, Haoyang Yuan, Yuchen Wang, Yanguang Liu, Huopu Zhang, Mengnan Du

  • From Charts to Code: A Hierarchical Benchmark for Multimodal Models
    Jiahao Tang, Henry Hengyuan Zhao, Lijian Wu, Zijian Zhang, Yifei Tao, Dongxing Mao, Yang Wan, Jingru Tan, Min Zeng, Min Li, Alex Jinpeng Wang

  • Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models
    Hao Wang, Hao Gu, Hongming Piao, Kaixiong Gong, Yuxiao Ye, Xiangyu Yue, Sirui Han, Yike Guo, Dapeng Wu

  • Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement
    Qimin Zhong, Hao Liao, Haiming Qin, Mingyang Zhou, Rui Mao, Wei Chen, Naipeng Chao

  • SpiderFlow: Efficient Topology-Aware Scheduling for LLM Training Across Decentralized GPU Clusters
    Zihan Chang, Shuibing He, Bo Zhou, Sheng Xiao, Siling Yang, Rui Wang, Zhe Pan

  • Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning
    Jiacheng Hua, Yishu Yin, Yuhang Wu, Tai Wang, Yifei Huang, Miao Liu

  • UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
    Zhen Fang, Ruiyan Han, XinYu Sun, Yuchen Ma, Ziheng Wang, Yu Zeng, Zehui Chen, Lin Chen, Wenxuan Huang, Wei-Jie Xu, Yi Cao, Feng Zhao

  • Why Multimodal In-Context Learning Lags Behind? Unveiling the Inner Mechanisms and Bottlenecks
    Yu Wang, Sharon Li

  • Current Agents Fail to Leverage World Model as Tool for Foresight
    Cheng Qian, Emre Can Acikgoz, Bingxuan Li, Xiusi Chen, Yuji Zhang, Bingxiang He, Qinyu Luo, Gokhan Tur, Dilek Hakkani-Tür, Yunzhu Li, Heng Ji

  • Language Model as Planner and Formalizer under Constraints
    Cassie Huang, Stuti Mohan, Ziyi Yang, Stefanie Tellex, Li Zhang

  • HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents
    Jinchang Zhu, Jindong Li, Cheng Zhang, Jiahong Liu, Menglin Yang

  • Anchoring Depends on Confidence and Post-Training in Language Models
    Hillary N Owusu, Naomi H Feldman

  • Locket: Robust Feature-Locking Technique for Language Models
    Lipeng He, Vasisht Duddu, N. Asokan

  • Can Factual Opinions Be Edited (Manipulated) in Large Language Models?
    Yuanpu Cao, Ziyi Yin, Fenglong Ma, Jinghui Chen

  • Language of Thought Shapes Output Diversity in Large Language Models
    Shaoyang Xu, Wenxuan Zhang

  • Aligning Backchannel and Dialogue Context Representations via Contrastive LLM Fine-Tuning
    Livia Qian, Gabriel Skantze

  • Closing the Spatial Execution Gap in Digital Whiteboards via Verifiable Reinforcement Learning
    Chang Liu, Benjamin Wagley, Zibo Wang, Mehmet Belviranli, Bo Wu

  • ExecVerify: White-Box RL with Verifiable Stepwise Rewards for Code Execution Reasoning
    Lingxiao Tang, He Ye, Zhaoyang Chu, Muyang Ye, Zhongxin Liu, Xiaoxue Ren, Lingfeng Bao

  • Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR
    Haobo Xu, Sirui Chen, Ruizhong Qiu, Yuchen Yan, Chen Luo, Monica Cheng, Jingrui He, Hanghang Tong

  • Mitigating Legal Hallucinations via Symbolic Constraints and Analogical Precedents
    Zixuan Huang, Yanxiang Ma, Luhan Wang, Yunke Wang, Duo Shi, Chang Xu

  • How Tokenization Limits Phonological Knowledge Representation in Language Models and How to Improve Them
    Disen Liao, Freda Shi

  • Illusions of the Gold Standard: A Large-scale Analysis of Human Evaluation Protocols for Long-form Text Generation
    Katelyn Xiaoying Mei, Yi-Li Hsu, Minjoon Choi, Zongwan Cao, Chenjun Xu, Bingbing Wen, Su Lin Blodgett, Lucy Lu Wang

  • Omni-RewardBench: Toward a Comprehensive Evaluation of Generative Reward Models Across Modalities
    Chi-Min Chan, Yujin Zhou, Pengcheng Wen, Boqin Yin, Jiaming Ji, Juntao Dai, Wei Xue, Sirui Han, Yike Guo

  • From Answers to Arguments: Toward Trustworthy Clinical Diagnostic Reasoning with Toulmin-Guided Curriculum Goal-Conditioned Learning
    Chen Zhan, Xiaoyu Tan, Gengchen Ma, Yu-Jie Xiong, Xiaoyan Jiang, Xihe Qiu

  • Verifiable LLM-Generated Text Detection via Projected Semantic-Structural Distributions
    Ruochong Xiong, Qien Li, Wangwang Lian, Yulong Wan, Hanlin Xue, Zhouxing Tan, Han Yang, Fengyu Lu, Junfei Liu

  • Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AI
    Yuxia Wang, Rui Xing, Jonibek Mansurov, Giovanni Puccetti, Zhuohan Xie, Minh Ngoc Ta, Jiahui Geng, Jinyan Su, Mervat Abassy, Saadeldine Eletter, Kareem Elozeiri, Nurkhan Laiyk, Maiya Goloburda, Tarek Mahmoud, Raj Vardhan Tomar, Alexander Aziz, Ryuto Koike, Masahiro Kaneko, Artem Shelmanov, Ekaterina Artemova, Vladislav Mikhailov, Akim Tsvigun, Alham Fikri Aji, Nizar Habash, Iryna Gurevych, Preslav Nakov

  • Powerful Training-Free Membership Inference Against Fine-Tuned Autoregressive Language Models
    David Ilić, David Stanojević, Kostadin Cvejoski

  • Communication-Efficient Desire Alignment for Proactive Embodied Human–Agent Interaction
    Yuanfei Wang, Xinju Huang, Fangwei Zhong, Yaodong Yang, Yizhou Wang, Yuanpei Chen, Hao Dong

  • When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models
    Francesco Ortu, Zhijing Jin, Diego Doimo, Alberto Cazzaniga

  • ICDAGENT: Empowering Agentic Large Language Models for Explainable Medical Coding
    Ziyi Yin, Yuanpu Cao, Ting Wang, Jinghui Chen, Fenglong Ma

  • Hyperion: Private Token Sampling with Homomorphic Encryption
    Lawrence Lim, Jiaming Liu, Vikas Kalagi, Divyakant Agrawal, Amr El Abbadi

  • Map of Encoders – Mapping Sentence Encoders using Quantum Relative Entropy
    Gaifan Zhang, Danushka Bollegala

  • Mango: Multi-Agent Web Navigation via Global-View Optimization
    Weixi Tong, Yifeng Di, Tianyi Zhang

  • DPWriter: Reinforcement Learning with Diverse Planning Branching for Creative Writing
    Qian Cao, Yahui Liu, Wei Bi, Yi Zhao, Ruihua Song, Xiting Wang, Ruiming Tang, Guorui Zhou, Han Li

  • Iterative Dual-Model Alignment for Story Evaluation
    Bruce Qin, Dan Goldwasser

  • LLMs Underperform Graph-Based Parsers on Supervised Relation Extraction for Complex Graphs
    Paolo Gajo, Domenic Rosati, Hassan Sajjad, Alberto Barrón-Cedeño

  • Discovery and Reinforcement of Tool-Integrated Reasoning Chains via Rollout Trees
    Kun Li, Zenan Xu, Junan Li, Zengrui Jin, Jinghao Deng, Zexuan Qiu, Bo Zhou

  • When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning
    Hyeong Kyu Choi, Jerry Zhu, Sharon Li

  • Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals distinct Multi-Turn Behavior in LLMs
    Clara Lachenmaier, Hannah Bultmann, Sina Zarrieß

  • HistLens: Mapping Idea Change across Concepts and Corpora
    Yi Jing, Weiyun Qiu, Yihang Peng, Zhifang Sui

  • ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization
    Suyoung Bae, CheolWon Na, Jaehoon Lee, Yumin Lee, YunSeok Choi, Jee-Hyong Lee

  • MeanAudio: Fast and Faithful Text-to-Audio Generation with Mean Flows
    Xiquan Li, Junxi Liu, Yuzhe Liang, Zhikang Niu, Wenxi Chen, Xie Chen

  • ModeX: Evaluator-Free Best-of-N Selection for Open-Ended Generation
    Hyeong Kyu Choi, Sharon Li

  • What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context
    Zhongyu Ouyang, Qianlong Wen, Chunhui Zhang, Yefang Ye, Soroush Vosoughi

  • TeamFusion: Supporting Open-ended Teamwork with Multi-Agent Systems
    Jiale Liu, Victor Bursztyn, Lin Ai, Haoliang Wang, Sunav Choudhary, Saayan Mitra, Qingyun Wu

  • FormulaSPIN: Self-Play Fine-Tuning for Natural Language to Spreadsheet Formula Generation
    Cy Xie

  • Stable Signer: Hierarchical Sign Language Generative Model
    Sen Fang, Yalin Feng, Hongbin Zhong, Yanxin Zhang, Dimitris N. Metaxas

  • DisCal: Distribution-Aware Calibration for Mathematical Reasoning Under Character-Level Noisy Inputs
    Bo Zhang, Jiawei Zhang, Cong Gao, Bingxu Han, Minghao Hu, Jun Zhang, Yunbo Cao, Zhunchen Luo, Wen Yao, Guotong Geng, Zhong Wang

  • SARA: Selective and Adaptive Retrieval-augmented Generation with Context Compression
    Yiqiao Jin, Kartik Sharma, Vineeth Rakesh, Yingtong Dou, Menghai Pan, Mahashweta Das, Srijan Kumar

  • FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning
    Zhuohan Xie, Daniil Orel, Rushil Thareja, Dhruv Sahnan, Hachem Madmoun, Fan Zhang, Debopriyo Banerjee, Georgi Nenkov Georgiev, Xueqing Peng, Lingfei Qian, Jimin Huang, Jinyan Su, Aaryamonvikram Singh, Rui Xing, Rania Elbadry, Chen Xu, Haonan Li, Fajri Koto, Ivan Koychev, Tanmoy Chakraborty, Yuxia Wang, Salem Lahlou, Veselin Stoyanov, Sophia Ananiadou, Preslav Nakov

  • AI use in American newspapers is widespread, uneven, and rarely disclosed
    Jenna Russell, Marzena Karpinska, Destiny Akinode, James Zhou, Katherine Thai, Bradley Emi, Max Spero, Mohit Iyyer

  • For-Value: Efficient Forward-Only Data Valuation for finetuning LLMs and VLMs
    Wenlong Deng, Qi Zeng, Jiaming Zhang, Minghui Chen, Zixin Ding, Christos Thrampoulidis, Boying Gong, Xiaoxiao Li

  • The Illusion of Specialization: Unveiling the Domain-Invariant “Standing Committee” in Mixture-of-Experts Models
    Yan Wang, Yitao Xu, Nanhan Shen, Jinyan Su, Jimin Huang, Zining Zhu

  • Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher Distillation
    Hengyuan Zhang, Shiping Yang, Xiao Liang, Chenming Shang, Yuxuan Jiang, Chaofan Tao, Jing Xiong, Hayden Kwok-Hay So, Ruobing Xie, Angel X. Chang, Ngai Wong

  • Single-Pass, Depth-Selective Reading for Multi-Aspect Sentiment Analysis
    Yan Xia, Zhuangzhuang Pan, Amirrudin Kamsin, Chee Seng Chan

  • Evolutionary Strategies at Scale lead to Catastrophic Forgetting
    Immanuel Abdi, Akshat Gupta, Micah Mok, Alex Lu, Nicholas Lee, Gopala Anumanchipalli

  • PARASITE: Conditional System Prompt Poisoning to Hijack LLMs
    Viet Pham, Thai Le

  • Generating Literature-Driven Scientific Theories at Scale
    Peter Jansen, Peter Clark, Doug Downey, Daniel S Weld

  • Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human–Agent Interaction
    Zisu Huang, Muzhao Tian, Xiaohua Wang, Jingwen Xu, Zhengkang Guo, Qi Qian, Kaitao Song, Jiakang Yuan, Changze Lv, Xiaoqing Zheng

  • Digitizing Nepal’s Written Heritage: A Comprehensive HTR Pipeline for Old Nepali Manuscripts
    Anjali Sarawgi, Esteban Garces Arias, Christof Zotter

  • XMark: Reliable Multi-Bit Watermarking for LLM-Generated Texts
    Jiahao Xu, Rui Hu, Olivera Kotevska, Zikai Zhang

  • Believing without Seeing: Quality Scores for Contextualizing Vision-Language Model Explanations
    Keyu He, Tejas Srinivasan, Brihi Joshi, Xiang Ren, Jesse Thomason, Swabha Swayamdipta

  • MONETA: Multimodal Industry Classification through Geographic Information with Multi Agent Systems
    Arda Yüksel, Gabriel Thiem, Susanne Walter, Patrick Felka, Gabriela Alves Werb, Ivan Habernal

  • CASPER in the Machine: Insights into Character Variety in LLM-Generated Stories
    Anneliese Brei, Abhisheik Sharma, Nicholas Sanaie, Lu Wang, Snigdha Chaturvedi

  • Language Models Struggle to Use Representations Learned In-Context
    Michael Lepori, Tal Linzen, Ann Yuan, Katja Filippova

  • SlideAgent: Hierarchical Agentic Framework for Multi-Page Visual Document Understanding
    Yiqiao Jin, Rachneet Kaur, Zhen Zeng, Sumitra Ganesh, Srijan Kumar

  • YIELD: A Large-Scale Dataset and Evaluation Framework for Information Elicitation Agents
    Victor De Lima, Grace Hui Yang

  • Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core Concepts
    Riyang Bao, Cheng Yang, Dazhou Yu, Zhexiang Tang, Gengchen Mai, Liang Zhao

  • Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data
    Zhenwen Liang, Yujun Zhou, Sidi Lu, Xiangliang Zhang, Haitao Mi, Dong Yu

  • Rethinking Evaluation for LLM Hallucination Detection: A Desiderata, A New RAG-based Benchmark, New Insights
    Wenbo Chen, Veena Padmanabhan, Tootiya Giyahchi, Elaine Wong, Leman Akoglu

  • Min-k Sampling: Decoupling Truncation from Temperature Scaling via Relative Logit Dynamics
    Yuanhao Ding, Meimingwei Li, Esteban Garces Arias, Matthias Aßenmacher, Christian Heumann, Chongsheng ZHANG

  • Bridging the Memorization-Utilization Gap: Near-Lossless Context Compression via Reinforcement Learning
    Yujan Ting, Xu Tang, Terrence Chen, Weijing Huang

  • PRIME: A Process-Outcome Alignment Benchmark for Verifiable Reasoning in Mathematics and Engineering
    Xiangfeng Wang, Hangyu Guo, Yanlin Lai, Mitt Huang, Liang Zhao, Chengyuan Yao, Yinmin Zhang, Qi Han, Xiaoxiao Ren, Chun Yuan, Tong Xu, Zheng Ge, Xiangyu Zhang, Daxin Jiang

  • ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM Agents
    Zechen Li, Baiyu Chen, Hao Xue, Flora D. Salim

  • Reliable Use of Lemmas via Eligibility Reasoning and Section‑Aware Reinforcement Learning
    Zhikun Xu, Xiaodong Yu, Ben Zhou, Jiang Liu, Jialian Wu, Ze Wang, Ximeng Sun, Hao Chen, Zicheng Liu

  • AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs
    Xuanwen Ding, Chengjun Pan, Zejun Li, Jiwen Zhang, Siyuan Wang, Zhongyu Wei

  • Implicit Representations of Grammaticality in Language Models
    Yingshan Susan Wang, Linlu Qiu, Zhaofeng Wu, Roger P. Levy, Yoon Kim

  • Discovering and Causally Validating Emotion-Sensitive Neurons in Large Audio-Language Models
    Xiutian Zhao, Björn Schuller, Berrak Sisman

  • Uncovering Intervention Opportunities for Suicide Prevention with Language Model Assistants
    Jaspreet Ranjit, Hyundong Justin Cho, Claire J. Smerdon, Yoonsoo Nam, Myles Phung, Jonathan May, John R. Blosnich, Swabha Swayamdipta

  • The Imperfective Paradox in Large Language Models
    Bolei Ma, Yusuke Miyao

  • MalruleLib: Large-Scale Executable Misconception Reasoning with Step Traces for Modeling Student Thinking in Mathematics
    Xinghe Chen, Naiming Liu, Shashank Sonkar

  • Attention Under Attack: Analog Noise Effects and Mechanistic Vulnerabilities in Transformer Models
    Mafizur Rahman, Lijun Qian

  • How to Improve LLMs’ Performance on Specific Languages: A Perspective on LLM-Derived Language Similarity
    Xinhe Shi, Qingcheng Zeng, Weihao Xuan, Linchao Zhu

  • MATCH: Modulating Attention via In‑Context Retrieval for Long‑Context Transformers
    Linrui Ma, Chun Hei Lo, Xinyu Wang, Peng Lu, Xihao Yuan, Hanting Chen, Kai Han, Xinghao Chen, Chengjun Zhan, Hanlin xu, Yichun Yin, Lifeng Shang, Feng Wen, Boxing Chen, Yufei Cui

  • Protecting Bystander Privacy via Selective Hearing in Audio LLMs
    Xiao Zhan, Guangzhi Sun, Jose Such, Philip C. Woodland

  • LiveCLKTBench: Towards Reliable Evaluation of Cross-Lingual Knowledge Transfer in Multilingual LLMs
    Pei-Fu Guo, Yun-Da Tsai, Chun-Chia Hsu, Kai-Xin Chen, Ya An Tsai, Kai-Wei Chang, Nanyun Peng, Mi-Yen Yeh, Shou-De Lin

  • To Lie or Not to Lie? Investigating The Biased Spread of Global Lies by LLMs
    Zohaib Khan, Mustafa Dogan, Ifeoma Okoh, Pouya Sadeghi, Siddhartha Shrestha, Sergius Justus Nyah, Mahmoud O. Mokhiamar, Michael J. Ryan, Tarek Naous

  • Robertha: Eigenspectrum Regularized Attention for Robust Natural Language Understanding
    Andreia Podasca, Anup Das

  • Agentic Rubrics as Contextual Verifiers for SWE Agents
    Mohit Raghavendra, Anisha Gunjal, Bing Liu, Yunzhong He

  • Evaluating the Impact of Verbal Multiword Expressions on Machine Translation
    Linfeng Liu, Saptarshi Ghosh, Tianyu Jiang

  • MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution
    Jianwen Chen, Xinyu Yang, Peng Xia, Arian Azarang, Yueh Z Lee, Gang Li, Hongtu Zhu, Yun Li, Beidi Chen, Huaxiu Yao

  • MetFuse: Figurative Fusion between Metonymy and Metaphor
    Saptarshi Ghosh, Tianyu Jiang

  • Adaptive Constraint Propagation: Scaling Structured Inference for Large Language Models via Meta-Reinforcement Learning
    Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma

  • STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning
    Juntong Ni, Shiyu Wang, Qi He, Ming Jin, Wei Jin

  • When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias
    Xiaohan Zou, Roshan Sridhar, Mohammadtaher Safarzadeh, Dan Roth

  • Hallucination Detection in LLMs with Topological Divergence on Attention Graphs
    Alexandra Bazarova, Andrei Volodichev, Aleksandr Yugay, Andrey Shulga, Alina Ermilova, Konstantin Polev, Julia Belikova, Rauf Parchiev, Dmitry Simakov, Maxim Savchenko, Andrey Savchenko, Serguei Barannikov, Alexey Zaytsev

  • Exploring Concreteness Through a Figurative Lens
    Saptarshi Ghosh, Tianyu Jiang

  • Mediocrity is the key for LLM as a Judge Anchor Selection
    Shachar Don-Yehiya, Asaf Yehudai, Leshem Choshen, Omri Abend

  • When “Correct” Is Not Safe: Can We Trust Functionally Correct Patches Generated by Code Agents?
    Yibo Peng, James Song, Lei Li, Xinyu Yang, Mihai Christodorescu, Ravi Mangal, Corina Pasareanu, Haizhong Zheng, Beidi Chen

  • CoG: Controllable Graph Reasoning via Relational Blueprints and Failure-Aware Refinement over Knowledge Graphs
    Yuanxiang Liu, Songze Li, Xiaoke Guo, Zhaoyan Gong, Qifei Zhang, Huajun Chen, Wen Zhang

  • Latent Agents: A Post-Training Procedure for Internalized Multi-Agent Debate
    John Seon Keun Yi, Aaron Mueller, Dokyun Lee

  • Act-Adaptive Margin: Dynamically Calibrating Reward Models for Subjective Ambiguity
    Feiteng Fang, Dingwei Chen, Xiang Huang, Ting-En Lin, Yuchuan Wu, Xiong Liu, Xinge Ye, Ziqiang Liu, Haonan Zhang, Liang Zhu, Hamid Alinejad-Rokny, Min Yang, Yongbin Li

  • To Think or Not to Think: The Hidden Cost of Meta-Training with Excessive CoT Examples
    Vignesh Kothapalli, Ata Fatahibaarzi, Hamed Firooz, Maziar Sanjabi

  • VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models
    Chahat Raj, Bowen Wei, Aylin Caliskan, Antonios Anastasopoulos, Ziwei Zhu

  • ReproEvalCard: A Reporting Standard for Reproducible Evaluation of LLM Pipelines
    Priyaranjan Pattnayak, Apoorv Bhatia

  • BiMind: A Dual-Head Reasoning Model with Attention-Geometry Adapter for Incorrect Information Detection
    Zhongxing Zhang, Emily K. Vraga, Jisu Huh, Jaideep Srivastava

  • Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth Retrieval
    Joaquín Polonuer, Lucas Vittor, Iñaki Arango, Ayush Noori, David A. Clifton, Luciano Del Corro, Marinka Zitnik

  • Retrieval Heads are Dynamic
    Yuping Lin, Zitao Li, Yue Xing, Pengfei He, Yingqian Cui, Yaliang Li, Bolin Ding, Jingren Zhou, Jiliang Tang

  • SynthAgent: Adapting Web Agents with Synthetic Supervision
    Zhaoyang Wang, Yiming Liang, Xuchao Zhang, Qianhui Wu, Siwei Han, Anson Bastos, Rujia Wang, Chetan Bansal, Baolin Peng, Jianfeng Gao, Saravan Rajmohan, Huaxiu Yao

  • More Than Meets the Eye: Measuring the Semiotic Gap in Vision-Language Models via Semantic Anchorage
    Wei He

  • LLM Agents in Law: Taxonomy, Applications, and Challenges
    Shuang Liu, Ruijia Zhang, Ruoyun Ma, Yujia Deng, Lanyi Zhu, Jiayu Li, Zelong Li, Zhibin Shen, Mengnan Du

  • BenchMarker: An Education-Inspired Toolkit for Highlighting Flaws in Multiple-Choice Benchmarks
    Nishant Balepur, Bhavya Rajasekaran, Hyunjin Jane Oh, Michael Xie, Atrey Desai, Vipul Gupta, Steven James Moore, Eunsol Choi, Rachel Rudinger, Jordan Lee Boyd-Graber

  • Model Internal Sleuthing: Finding Lexical Identity and Inflectional Features in Modern Language Models
    Michael Li, Nishant Subramani

  • HAT: Hallucination Annotation for Translation
    Rajen Chatterjee, Xintong Li, Paisarn Charoenpornsawat, Allen Lee

  • DMRetriever: A Family of Models for Improved Text Retrieval in Disaster Management
    Kai Yin, Xiangjue Dong, Chengkai Liu, Allen Lin, Lingfeng Shi, Ali Mostafavi, James Caverlee

  • Language Models Don’t Know What You Want: Evaluating Personalization in Deep Research Needs Real Users
    Nishant Balepur, Malachi Hamada, Varsha Kishore, Sergey Feldman, Amanpreet Singh, Pao Siangliulue, Joseph Chee Chang, Eunsol Choi, Jordan Lee Boyd-Graber, Aakanksha Naik

  • LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding
    Zhivar Sourati, Zheng Wang, Marianne Menglin Liu, Yazhe Hu, Mengqing Guo, Sujeeth Bharadwaj, Kyu J. Han, Tao Sheng, Sujith Ravi, Morteza Dehghani, Dan Roth

  • Among Us: Measuring and Mitigating Malicious Contributions in Model Collaboration Systems
    Ziyuan Yang, Wenxuan Ding, Shangbin Feng, Yulia Tsvetkov

  • Test-Time Reasoners Are Strategic Multiple-Choice Test-Takers
    Nishant Balepur, Atrey Desai, Rachel Rudinger

  • Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning
    Hanbing Liu, Lang Cao, Yuanyi Ren, Mengyu Zhou, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang

  • Query-Efficient Agentic Graph Extraction Attacks on GraphRAG Systems
    Shuhua Yang, Jiahao Zhang, Yilong Wang, Dongwon Lee, Suhang Wang

  • Function Words as Statistical Cues for Language Learning
    Xiulin Yang, Heidi Getz, Ethan Wilcox

  • Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors
    Raoyuan Zhao, Yihong Liu, Lena Altinger, Hinrich Schuetze, Michael A. Hedderich

  • Listening Like Humans: Semantics-Guided Noise-Robust Multimodal Speech Recognition
    Yan Fang, Jun Chen, Yian Yao, Shuxin Zhong, Min Sun, Kaishun Wu

  • Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation
    Abdullah Mazhar, Het Riteshkumar Shah, Aseem Srivastava, Smriti Joshi, Md Shad Akhtar

  • ParaCodex: A Profiling-Guided Autonomous Coding Agent for Reliable Parallel Code Generation and Translation
    Erel Kaplan, Tomer Bitan, Lian Ghrayeb, Le Chen, Tom Yotam, Niranjan Hasabnis, Gal Oren

  • MARCH: Multi-Agent Radiology Clinical Hierarchy for CT Report Generation
    Yi Lin, Yihao Ding, Yonghui Wu, Yifan Peng

  • CoLA: A Choice Leakage Attack Framework to Expose Privacy Risks in Subset Training
    Qi Li, Cheng-Long Wang, Yinzhi Cao, Di Wang

  • MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs
    Zhan Qu, Michael Färber

  • The Path Not Taken: Duality in Reasoning about Program Execution
    Eshgin Hasanov, Md. Mahadi Hassan, Santu Karmaker, Aashish Yadavally

  • Accommodation and Epistemic Vigilance: A Pragmatic Account of Why LLMs Fail to Challenge Harmful Beliefs
    Myra Cheng, Robert Hawkins, Dan Jurafsky

  • Every Response Counts: Quantifying Uncertainty of LLM-based Multi-Agent Systems through Tensor Decomposition
    Tiejin Chen, Huaiyuan Yao, Jia Chen, Evangelos E. Papalexakis, Hua Wei

  • Uncertainty Quantification in LLM Agents: Foundations, Emerging Challenges, and Opportunities
    Changdae Oh, Seongheon Park, To Eun Kim, Jiatong Li, Wendi Li, Samuel Yeh, Sean Du, Hamed Hassani, Paul Bogdan, Dawn Song, Sharon Li

  • Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence
    Amirhosein Ghasemabadi, Keith G. Mills, Baochun Li, Di Niu

  • Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG
    Ilias Triantafyllopoulos, Renyi Qu, Salvatore Giorgi, Brenda Curtis, Lyle Ungar, João Sedoc

  • Guidelines as Environments: A World Model Approach to Rule Following
    Haiqing Li, Wenliang Zhong, Yinhao Wu, Hehuan Ma, Yuzhi Guo, Thao M. Dang, Junzhou Huang

  • Cross-Modal Taxonomic Generalization in (Vision-) Language Models
    Tianyang Xu, Marcelo Sandoval-Castaneda, Karen Livescu, Greg Shakhnarovich, Kanishka Misra

  • Prefix Parsing is Just Parsing
    Clemente Pasti, Andreas Opedal, Timothy J. O’ Donnel, Ryan Cotterell, Tim Vieira

  • Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph
    Lingxiao Guan, Yuanhao Huang, Jie Liu

  • Sigmoid Head for Quality Estimation under Language Ambiguity
    Tu Anh Dinh, Jan Niehues

  • RExBench: Can coding agents autonomously implement AI research extensions?
    Nicholas Edwards, Yukyung Lee, Yujun (Audrey) Mao, Yulu Qin, Sebastian Schuster, Najoung Kim

  • Narrative License and Model Sycophancy in LLM Summaries of Scientific Work
    Calvin Isch, Grace Jennings

  • AlignUSER: Human-Aligned LLM Agents via World Models for Recommender System Evaluation
    Nicolas Bougie, Gian Maria Marconi, Xiaotong Ye, Narimasa Watanabe

  • Domain Generalizable AI Guardrails with Augmented Policy Training
    Minqian Liu, Ioana Baldini, David Rabinowitz, David S Rosenberg, Sebastian Gehrmann, Mark Dredze

  • APEX-MEM: Agentic Semi-Structured Memory with Temporal Reasoning for Long-Term Conversational AI
    Pratyay Banerjee, Masud Moshtaghi, Shivashankar Subramanian, Amita Misra, Ankit Chadha

  • emg2speech: synthesizing speech from electromyography using self-supervised speech models
    Harshavardhana T Gowda, Daniel C Comstock, Lee M. Miller

  • CoAct: Co-Active LLM Preference Learning with Human-AI Synergy
    Ruiyao Xu, Mihir Parmar, Tiankai Yang, Zhengyu Hu, Yue Zhao, Kaize Ding

  • Label and Explanation Variation in LLM-Based Annotation: a Case Study in Natural Language Inference
    Artur Kulmizev, Erika Lombart, Patrick Watrin, Marie-Catherine de Marneffe

  • Text-Attributed Knowledge Graph Enrichment with Large Language Models for Medical Concept Representation
    Mohsen Nayebi Kerdabadi, Arya Hadizadeh Moghaddam, Chen Chen, Dongjie Wang, Zijun Yao

  • Evolving Agents
    Leonardo Ranaldi

  • ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World Scenarios
    António Loison, Quentin Macé, Antoine Edy, Victor Xing, Tom Balough, Gabriel de Souza P. Moreira, Bo Liu, Manuel Faysse, Céline Hudelot, Gautier Viaud

  • Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets
    Lei Hsiung, Tianyu Pang, Yung-Chen Tang, Linyue Song, Tsung-Yi Ho, Pin-Yu Chen, Yaoqing Yang

  • TabEmb: Joint Semantic-Structure Embedding for Table Annotation
    Ehsan Hoseinzade, Ke Wang, Anandharaju Durai Raju

  • Text-to-Distribution Prediction with Quantile Tokens and Neighbor Context
    Yilun Zhu, Yuan Zhuang, Nikhita Vedula, Dushyanta Dhyani, Shaoyuan Xu, Moyan Li, Mohsen Bayati, Bryan Wang, Shervin Malmasi

  • Check Your Work: Structured Checklist Feedback for Improving Large Language Models
    Jonathan Cook, Tim Rocktäschel, Jakob Nicolaus Foerster, Dennis Aumiller, Alex Wang

  • LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory
    Binchi Zhang, Zhengzhang Chen, Zaiyi Zheng, Jundong Li, Haifeng Chen

  • Student Guides Teacher: Weak-to-Strong Inference via Spectral Orthogonal Exploration
    Dayu Wang, Jiaye Yang, Weikang Li, Jiahui Liang, Yang Li, Deguo Xia, Jizhou Huang

  • When LLMs Read Tables Carelessly: Measuring and Reducing Data Referencing Errors
    Yuqing Yang, Qi Zhu, Zhen Han, Boran Han, Zhengyuan Shen, Shuai Wang, Vassilis N. Ioannidis, Huzefa Rangwala

  • PubMed Reasoner: Dynamic Reasoning-based Retrieval for Evidence-Grounded Biomedical Question Answering
    Yiqing Zhang, Xiaozhong Liu, Fabricio Murai

  • Decoupling Task-Solving and Output Formatting in LLM Generation
    Haikang Deng, Po-Nien Kung, Nanyun Peng

  • GS-Quant: Granular Semantic and Generative Structural Quantization for Knowledge Graph Completion
    Qizhuo Xie, Yunhui Liu, Yu Xing, Qianzi Hou, Xudong Jin, Tao Zheng, Tieke He

  • Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models
    Binchi Zhang, Xujiang Zhao, Jundong Li, Haifeng Chen, Zhengzhang Chen

  • Analyzing and Internalizing Complex Policy Documents for LLM Agents
    Jiateng Liu, Zhenhailong Wang, Xiaojiang Huang, Yingjie Li, Xiang Li, Chenlei Guo, Xing Fan, Ruhi Sarikaya, Heng Ji

  • In-Context Representation Hijacking
    Itay Yona, Amir Sarid, Michael Karasik, Yossi Gandelsman

  • Quantifying Metric and Model Agreement in Bias Evaluation of Large Language Models
    Arash Asgari, Huan Wu, Amirreza Naziri, Mojtaba Kolahdouzi, Laleh Seyyed-Kalantari

  • MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application
    Xueqing Peng, Lingfei Qian, Yan Wang, Ruoyu Xiang, Yueru He, Yang Ren, Mingyang Jiang, Vincent Jim Zhang, Yuqing Guo, Jeff Zhao, Huan He, Yi Han, Yun Feng, Yuechen Jiang, Yupeng Cao, Haohang Li, Yangyang Yu, Xiaoyu Wang, Penglei Gao, Shengyuan Lin, Keyi Wang, Shanshan Yang, Yilun Zhao, Zhiwei Liu, Peng Lu, Jerry Huang, Suyuchen Wang, Triantafillos Papadopoulos, Polydoros Giannouris, Efstathia Soufleri, Nuo Chen, Zhiyang Deng, Heming Fu, Yijia Zhao, Mingquan Lin, Meikang Qiu, Kaleb E Smith, Arman Cohan, Xiao-Yang Liu, Jimin Huang, Guojun Xiong, Alejandro Lopez-Lira, Xi Chen, Junichi Tsujii, Jian-Yun Nie, Sophia Ananiadou, Qianqian Xie

  • Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection
    Yuwei Zhang, Wenhao Yu, Shangbin Feng, Yifan Zhu, Letian Peng, Jayanth Srinivasa, Gaowen Liu, Jingbo Shang

  • Mapping the Circumplex of Affect: Geometric Analysis of Emotion Representations via Hyperspherical Contrastive Learning
    Yusuke Yamauchi, Akiko Aizawa

  • Do LLMs Really Need 10+ Thoughts for “Find the Time 1000 Days Later”? Towards Structural Understanding of LLM Overthinking
    Xinliang Frederick Zhang, Anhad Mohananey, Alexandra Chronopoulou, Pinelopi Papalampidi, Somit Gupta, Tsendsuren Munkhdalai, Lu Wang, Shyam Upadhyay

  • Privacy-preserving Prosody Representation Learning
    Kevin Everson, Mari Ostendorf

  • Anchor: Branch-Point Data Generation for GUI Agents
    Jinbiao Wei, Yilun Zhao, Kangqi Ni, Arman Cohan

  • When One LLM Drools, Multi-LLM Collaboration Rules
    Shangbin Feng, Wenxuan Ding, Alisa Liu, Zifeng Wang, Weijia Shi, Yike Wang, Shannon Zejiang Shen, Xiaochuang Han, Hunter Lang, Chen-Yu Lee, Tomas Pfister, Yejin Choi, Yulia Tsvetkov

  • From Query to Counsel: Structured Reasoning with a Multi-Agent Framework and Dataset for Legal Consultation
    Mingfei Lu, Yi Zhang, Mengjia Wu, Yue Feng

  • Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering
    Zizhen Wang, Bo Feng, Zhengfeng Lai, Shiyu Li, Yang Lu, Meng Cao, Ping Huang, Simon Wang

  • Subject-level Inference for Realistic Text Anonymization Evaluation
    Myeong Seok Oh, Dong-Yun Kim, Hanseok Oh, Chaean Kang, Joeun Kang, Xiaonan Wang, Hyunjung Park, Young Cheol Jung, Hansaem Kim

  • SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes
    Chuhan Wang, Xintong Li, Jennifer Yuntong Zhang, Junda Wu, Chengkai Huang, Lina Yao, Julian McAuley, Jingbo Shang

  • Select Before Use: On the Importance of Reference Model Selection in Preference Alignment
    Muyang Li, Runze Wu, Xiangyu Zhao, Bo Han, Daoyi Dong, Tongliang Liu

  • Lost in Translation, and Found: Detecting and Interpreting Translation Effects
    Shira Wein, Anna Serbina, Jiyuan Ji, Nathan Wolf, Jason DeGraaff, Prajakta Kini, Maria Leonor Pacheco

  • From Isolation to Entanglement: When Do Interpretability Methods Identify and Disentangle Known Concepts?
    Aaron Mueller, Andrew Lee, Shruti Joshi, Ekdeep Singh Lubana, Dhanya Sridhar, Patrik Reizinger

  • Paraphrasing as Zero-shot Translation with Feature-guided Diversity Enhancement
    Ziyue Yan, Hongying Zan, Xinglin Lyu, Hongfei Xu

  • VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs
    Avinash Amballa, Yashas Malur Saidutta, Chi-Heng Lin, Vivek Kulkarni, Srinivas Chappidi

  • CaseFacts: A Benchmark for Legal Fact-Checking and Precedent Retrieval
    Akshith Reddy Putta, Jacob Devasier, Chengkai Li

  • SpecAgent: A Speculative Retrieval and Forecasting Agent for Code Completion
    George Ma, Anurag Koul, Qi Chen, Yawen Wu, Sachit Kuhar, Yu Yu, Aritra Sengupta, Varun Kumar, Murali Krishna Ramanathan

  • From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration
    Jiaqi Shi, Xulong Zhang, Yuechan Li, Xiaoyang Qu, Jianzong Wang

  • Your Reasoning Model is Secretly a Reward Model - Optimization-Free Verification from Experience
    Zhenwen Liang, Ruosen Li, Yujun Zhou, Linfeng Song, Dian Yu, Xinya Du, Haitao Mi, Dong Yu

  • What Do LLMs Learn First? Asymmetric Learning Dynamics of Input Complexity and Output Ambiguity in Preference Alignment
    Mengyang Li, Jingwen Wang, Pinlong Zhao

  • Multi-Agent-as-Judge: Aligning LLM-Agent-Based Automated Evaluation with Multi-Dimensional Human Evaluation
    Jiaju Chen, Yuxuan Lu, Xiaojie Wang, Huimin Zeng, Jing Huang, Jiri Gesi, Ying Xu, Bingsheng Yao, Dakuo Wang

  • OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment
    Tianci Liu, Ran Xu, Tony Yu, Ilgee Hong, Carl Yang, Tuo Zhao, Haoyu Wang

  • Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language Models
    Haoxiang Sun, Yingqian Min, Zhipeng Chen, Wayne Xin Zhao, Ji-Rong Wen

  • LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models
    Wenxuan Xu, Arvind Pillai, Subigya Nepal, Amanda Collins, Daniel Mackin, Michael Heinz, Tess Griffin, Nicholas Jacobson, Andrew Campbell

  • FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion
    Tao Fan, GuoqiangMa, Yuanfeng SONG, Lixin Fan, Kai ChenQiang Yang

  • DiZiNER: Disagreement-guided Instruction Refinement via Simulating Pilot Annotation for Zero-shot Named Entity Recognition
    Siun Kim, Hyung-Jin Yoon

  • A Data-Centric Approach to Generalizable Speech Deepfake Detection
    Wen Huang, Yuchen Mao, Yanmin Qian

  • Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs
    Yiming Huang, Zhenbo Shi, Xincheng Wen, Jichuan Zeng, Cuiyun Gao, Peiyi Han, Chuanyi Liu

  • PaperRegister: Boosting Flexible-grained Paper Search via Hierarchical Register Indexing
    Zhuoqun Li, Xuanang Chen, Hongyu Lin, Yaojie Lu, Xianpei Han, Shanshan Jiang, Bin Dong, Le Sun

  • ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
    Xuan Xiong, Huan Liu, Li Gu, Zhixiang Chi, Yue Qiu, Yuanhao Yu, and Yang Wang

  • All Changes May Have Invariant Principles: Improving Ever-Shifting Harmful Meme Detection via Design Concept Reproduction
    Ziyou Jiang, Mingyang Li, Junjie Wang, Yuekai Huang, Jie Huang, Zhiyuan Chang, Zhaoyang Li, Qing Wang

  • Activation-Guided Local Editing for Jailbreaking Attacks
    Jiecong Wang, Haoran Li, Hao Peng, Ziqian Zeng, Zihao Wang, Haohua Du, Zhengtao Yu

  • Controlling Distributional Bias in Multi-Round LLM Generation via KL-Optimized Fine-Tuning
    Yanbei Jiang, Amr Keleg, Ryandito Diandaru, Jey Han Lau, Lea Frermann, Biaoyan Fang, Fajri Koto

  • On the Continued Value of Universal Dependencies in the Era of Large Language Models
    Wenxi Li, Jingyu Peng

  • Adaptive Text2GQL: Integrating Structural Twig Linking and Evolutionary In-Context Learning
    Fang Niu, Chaokun Wang, Hang Zhang, Songyao Wang

  • XToM: Exploring the Multilingual Theory of Mind for Large Language Models
    Chunkit Chan, Yauwai Yim, Hongchuan Zeng, Zhiying Zou, Xinyuan Cheng, Zhifan Sun, Zheye Deng, Kawai Chung, Yuzhuo Ao, Yixiang Fan, Cheng Jiayang, Ercong Nie, Ginny Y. Wong, Helmut Schmid, Hinrich Schütze, Simon See, Yangqiu Song

  • Cognitive Policy-Driven LLM for Diagnosis and Intervention of Cognitive Distortions in Emotional Support Conversation
    Lin Zhong, Renjin Zhu, Shujuan Ma, Jinhao Cui, Lingzhi Wang, Hao Chen, Qing Liao

  • SciFlow-Bench: Evaluating Structure-Aware Scientific Diagram Generation via Inverse Parsing
    Tong Zhang, Honglin Lin, Zhou Liu, Chong Chen, Wentao Zhang

  • Immediate Inference: The Missing Foundation in Large Language Model Logical Reasoning
    Sihang Jiang, Zhiyu Lu, Keyi Wang, Jiaqing Liang, Yanghua Xiao, Xiaojun Meng, Jiansheng Wei

  • Tracing Logit Trajectories Across Layer Depth: Dataset-Level Explainability for Language Models
    Jeesu Jung, Sangkeun Jung

  • REZE: Representation Regularization for Domain-adaptive Text Embedding Pre-finetuning
    Seungmin Lee, Jeonghwan Lee, Hyunkuk Lim, Sejoon Kim, Mingi Sung

  • TAMA: Target-Aware Multilingual Abuse Detection by Cascaded Conditional Multi-Task Learning
    JiYan Liu, Youzheng Liu, Taihang Wang, Yimin Wang, Ye Jiang, Diana Maynard

  • Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models
    Yulong Wang, Yifei Fu, Jiayi Gao

  • POWSM: A Phonetic Open Whisper-Style Speech Foundation Model
    Chin-Jou Li, Kalvin Chang, Shikhar Bharadwaj, Eunjung Yeo, Kwanghee Choi, Jian Zhu, David R. Mortensen, Shinji Watanabe

  • LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning
    Wenxiang Zheng, Guo Tang, Shixin Jiang, Liangyu Huo, Xiyuan Zhang, Jian Xie, Ming Liu

  • CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
    Yongxuan Wu, Xixun Lin, He Zhang, Nan Sun, Kun Wang, Chuan Zhou, Shirui Pan, Yanan Cao

  • Efficiently Learning To Reason or Not to Reason: Root-token Policy Optimization for Adaptive Thinking
    Taehyeon Kim, Hyunsoo Lee, Youngsoo Jang, Moontae Lee

  • SAGE: Synergistic Adaptive Gating of Experts for Hateful Video Detection
    Jie Huang, Xin Liao, Junjie Wang, Mingyang Li, Wenshuo Wang, Ziyou Jiang, Shoubin Li, Qing Wang

  • HiKEY: Hierarchical Multimodal Retrieval for Open-Domain Document Question Answering
    Joongmin Shin, Gyuho Shim, Jeongbae Park, Jaehyung Seo, Heuiseok Lim

  • Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising
    Fan Li, Yu Gu, Zhigang Wang, Fangling Leng, Zhenghao Liu, Ge Yu

  • AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following
    Yun He, Wenzhe Li, Hejia Zhang, Songlin Li, Karishma Mandyam, Sopan Khosla, Yuanhao Xiong, Nanshu Wang, Xiaoliang Peng, Beibin Li, Shengjie Bi, Shishir G Patil, Qi Qi, Shengyu Feng, Julian Katz-Samuels, Richard Yuanzhe Pang, Sujan Kumar Gonugondla, Hunter Lang, Yue Yu, Yundi Qian, Maryam Fazel-Zarandi, Licheng Yu, Amine Benhalloum, Hany Hassan Awadalla, Manaal Faruqui

  • Improving Autoformalization Using Direct Dependency Retrieval
    Shaoqi Wang, Lu Yu, Siwei Lou, Feng Yan, Chunjie Yang, Qing Cui, Jun Zhou

  • Long-Chain Reasoning Distillation via Adaptive Prefix Alignment
    Zhenghao Liu, Zhuoyang Wu, Xinze Li, Yukun Yan, Shuo Wang, Zulong Chen, Yu Gu, Ge Yu, Maosong Sun

  • TRN-R1-Zero: Text-rich Network Reasoning via LLMs with Reinforcement Learning Only
    Yilun Liu, Ruihong Qiu, Zi Huang

  • Threshold Differential Attention for Sink-Free, Ultra-Sparse, and Non-Dispersive Language Modeling
    Xingyue Huang, Xueying Ding, Mingxuan Ju, Yozen Liu, Neil Shah, Tong Zhao

  • PRiSM: Benchmarking Phone Realization in Speech Models
    Shikhar Bharadwaj, Chin-Jou Li, Yoonjae Kim, Kwanghee Choi, Eunjung Yeo, Ryan Soh-Eun Shim, Hanyu Zhou, Brendon Boldt, Karen Rosero, Kalvin Chang, Darsh Agrawal, Keer Xu, Chao-Han Huck Yang, Jian Zhu, Shinji Watanabe, David R. Mortensen

  • Your Reasoning Benchmark May Not Test Reasoning: Revealing Perception Bottleneck in Abstract Reasoning Benchmarks
    Xinhe Wang, Jin Huang, Xingjian Zhang, Tianhao Wang, Jiaqi W. Ma

  • Model-Based Imaginative Planning for Embodied Agents
    Junru Song, Hengzhe Jin, Yucong Huang, Tingsong Jiang, Weien Zhou, Feifei Wang, Yang Yang, Ying Wen, Wen Yao

  • Persona-Grounded Safety Evaluation of AI Companions in Multi-Turn Conversations
    Prerna Juneja, Lika Lomidze

  • Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
    Huiyao Chen, Yi Yang, Yinghui Li, Meishan Zhang, Baotian Hu, Min Zhang

  • Beyond Value Benchmarks: Measuring Value-Structure Alignment in Large Language Models via Symmetric Q-Sorts
    Jingting Zheng, Yuqi Ren, Linhao Yu, Yongqi Leng, Deyi Xiong

  • Would LLMs be Good Historical Linguists and Chinese Dialect Learners?
    Yicheng Liu, Shumin Shi, Youchao Zhou, Xingchen Zhang

  • ProActor: Timing-Aware Reinforcement Learning for Proactive Task Scheduling Agents
    Lei Ding, Bin He, Chenguang Wang, and Yang Liu

  • Seeing No Evil: Blinding Large Vision-Language Models to Safety Instructions via Adversarial Attention Hijacking
    Jingru Li, Wei Ren, Tianqing Zhu

  • CADMate: Generating CAD Assembly Plan with Geometric Chain-of-Thought and Spatial Physical Rewards
    Jiali Chen, DingBa Fu, Xusen Hei, Yuhang Liu, Yiyang Chen, Jiayuan Xie, Wenqi Fan, Yi Cai

  • Semantic-Aware Logical Reasoning via a Semiotic Framework
    Yunyao Zhang, Xinglang Zhang, Junxi Sheng, Wenbing Li, Junqing Yu, Yi-Ping Phoebe Chen, Wei Yang, Zikai Song

  • Calibration-Aware Policy Optimization for Reasoning LLMs
    Ziqi Wang, Xingzhou Lou, Meiqi Wu, Zhengqi Wen, Junge Zhang

  • GBV-SQL: Guided Generation and SQL2Text Back-Translation Validation for Multi-Agent Text2SQL
    Daojun Chen, Xi Wang, Shenyuan Ren, Qingzhi Ma, Pengpeng Zhao, An Liu

  • Branch-and-Browse: Efficient and Controllable Web Exploration with Tree-Structured Reasoning and Action Memory
    Shiqi He, Yue Cui, Xinyu Ma, Yaliang Li, Bolin Ding, Mosharaf Chowdhury

  • Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge
    Yebo Wu, Jingguang Li, Chunlin Tian, Kahou Tam, Zhijiang Guo, Li Li

  • TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models
    Lin Mu, Haiyang Wang, Li Ni, Lei Sang, Zhize Wu, Peiquan Jin, Yiwen Zhang

  • TARE: Lightweight Token-Aware Representation Editing for Fine-tuning Transformer-like Models
    Yulong Wang, Siyu Zhao

  • Soft Orthogonal Low-Rank Adaptation for Knowledge Sharing in Large Language Model Continual Learning
    Yitong Wang, Xue Han, WenChun Gao, Qian Hu, Jiahui Wang, Ziqing Wang, Lijun Mei, Junlan Feng

  • ChartAgent: A Multimodal Agent for Visually Grounded Reasoning in Complex Chart Question Answering
    Rachneet Kaur, Nishan Srishankar, Zhen Zeng, Sumitra Ganesh

  • Curing Miracle Steps in LLM Mathematical Reasoning with Rubric Rewards
    Youliang Yuan, Qiuyang Mang, Jingbang Chen, Hong Wan, Xiaoyuan Liu, Junjielong Xu, Jen-tse Huang, Wenxuan Wang, Wenxiang Jiao, Pinjia He

  • Adaptive Planning for Multi-Attribute Controllable Summarization with Monte Carlo Tree Search
    Sangwon Ryu, Heejin Do, Yunsu Kim, Gary Geunbae Lee, Jungseul Ok

  • CPT-Agent: A Cognitive Process Theory-driven Framework for Student Simulation in Writing Development
    Yuhan Chen, Zizhuo Shen, Miaomiao Cheng, Jiefu Gong, Xu Han, Shijin Wang, Wei Song

  • Team-Based Self-Play With Dual Adaptive Weighting for Fine-Tuning LLMs
    Wu Li, Yigeng Zhou, Zesheng Shi, Yequan Wang, Min Zhang, Jing Li

  • Enhancing Linguistic Competence of Language Models through Pre-training with Language Learning Tasks
    Atsuki Yamaguchi, Maggie Mi, Nikolaos Aletras

  • SearchGym: Bootstrapping Real-World Search Agents via Cost-Effective and High-Fidelity Environment Simulation
    Xichen Zhang, Ziyi He, Yinghao Zhu, Sitong Wu, Shaozuo Yu, Meng Chu, Wenhu Zhang, Haoru Tan, Jiaya Jia

  • Learning to Select: Query-Aware Adaptive Dimension Selection for Dense Retrieval
    Zhanyu Wu, Richong Zhang, Zhijie Nie

  • MeepleLM: A Virtual Playtester Simulating Diverse Subjective Experiences
    Zizhen Li, Chuanhao Li, Yibin Wang, Jianwen Sun, Yukang Feng, Jiaxin Ai, Fanrui Zhang, Mingzhu Sun, Yifei Huang, Kaipeng Zhang

  • MSMO-ABSA: Multi-Scale and Multi-Objective Optimization for Cross-Lingual Aspect-Based Sentiment Analysis
    Chengyan Wu, Bolei Ma, Ningyuan Deng, He Yanqing, Yun Xue, Liu Xiaoyong

  • FineSteer: A Unified Framework for Fine-Grained Inference-Time Steering in Large Language Models
    Zixuan Weng, Jinghuai Zhang, Kunlin Cai, Ying Li, Peiran Wang, Yuan Tian

  • Is the Attention Matrix Really the Key to Self‑Attention in Multivariate Long‑Term Time Series Forecasting?
    Xinyu Li, Kexi Chen, Jiajie Shen, Ying Zheng, Hong Lu, Jin Zhao, Xin Wang

  • Difficulty-Controllable Cloze Question Distractor Generation
    Seokhoon Kang, Yejin Jeon, Seonjeong Hwang, Gary Geunbae Lee

  • ToolPRM: Fine-Grained Inference Scaling of Structured Outputs for Function Calling
    Jianghao Lin, Yuanyuan Shi, Xin Peng, Renjie Ding, Hairui Wang, Yuxuan Peng, Bizhe Bai, Weixi Song, Fengshuo Bai, Huacan Chai, Weinan Zhang, Fei Huang, Ying Wen

  • GTA: Generating Long-horizon Tasks for Web Agents at Scale
    Tenghao Huang, Kung-Hsiang Huang, Prafulla Kumar Choubey, Yilun Zhou, Muhao Chen, Jonathan May, Chien-Sheng Wu

  • Closing the Modality Reasoning Gap for Speech Large Language Models
    Chaoren Wang, Heng Lu, Xueyao Zhang, Shujie LIU, Yan Lu, Jinyu Li, Zhizheng Wu

  • Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
    Xinglang Zhan, Yunyao Zhang, ZeLiang Chen, Junqing Yu, Wei Yang, Zikai Song

  • SpecCache: Speculative KV Cache Reuse for Efficient RAG Serving
    ZijianWen, Tao Zhang, Shuangwu chen, Shenghao Ye, Yu Guo, Qirui Chen, Jingxian Shuai, Yunpeng Hou, Huasen He, Jian Yang

  • REG: Retrieval via Emotion Similarity for Guiding Empathetic Dialogue Generation
    Xu Wang, Bo Wang, Yang Xiang, Yihong Tang, Dongming Zhao, Zifei Yu, Yuexian Hou

  • TellWhisper: Tell Whisper Who Speaks When
    Yifan Hu, Peiji Yang, Zhisheng Wang, Yicheng Zhong, Rui Liu

  • Taming System Complexity: Demystifying Software Engineering Agents in Diagnosing Linux Kernel Faults
    Zhenhao Zhou, Zhuochen Huang, Yike He, Chong Wang, Jiajun Wang, Yijian Wu, Xin Peng, Yiling Lou

  • DisCo_Speech: Controllable Zero-Shot Speech Generation with A Disentangled Speech Codec
    Tao Li, Wenshuo Ge, Zhichao Wang, Zihao Cui, Yong Ma, Yingying Gao, Chao Deng, Shilei Zhang, Junlan Feng

  • WildReward: Learning Reward Models from In-the-Wild Human Interactions
    Hao Peng, Yunjia Qi, Xiaozhi Wang, Zijun Yao, Lei Hou, Juanzi Li

  • Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded Updates
    Atsuki Yamaguchi, Terufumi Morishita, Aline Villavicencio, Nikolaos Aletras

  • SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models
    Yuanhe Zhang, Jiayu Tian, Yibo Zhang, Shilinlu Yan, Liang Lin, Zhenhong Zhou, Li Sun, Sen Su

  • Know the Known and the Unknown: Reasonable Answer Generation with Knowledge-Informed Citations
    Yichi Zhang, Zhuo Chen, Lingbing Guo, Jun Xu, Mengshu Sun, Zhizhen Liu, Lei Liang, Wen Zhang, Huajun Chen

  • FocalOrder: Focal Preference Optimization for Reading Order Detection
    Fuyuan Liu, Dianyu Yu, He Ren, Nayu Liu, Xiaomian Kang, Delai Qiu, Fa Zhang, Genpeng Zhen, Shengping Liu, Jiaen Liang, Wei Huang, Yining Wang, Junnan Zhu

  • TLSA: LLM-Guided Text-Label Space Alignment with Contrastive Learning for Generalized Category Discovery
    Wenxi Xu, Chuan Qin, Xi Chen, Chuyu Fang, Yuanchun Zhou, Hengshu Zhu

  • Hierarchical Token Prepending: Enhancing Information Flow in Decoder-based LLM Embeddings
    Xueying Ding, Xingyue Huang, Mingxuan Ju, Liam Collins, Yozen Liu, Leman Akoglu, Neil Shah, Tong Zhao

  • Suggest-Verify-Revise: A Three-Stage Document-Level Event Causality Identification with Narrative Consistency
    Ya Su, Hu zhang, Dan Qiao, YuJie Wang, Yunxiao Zhao, Yue Fan, Shike Li, Ru Li, Hongye Tan

  • StoryCoder: Narrative Reformulation for Structured Reasoning in LLM Code Generation
    Geonhui Jang, Dongyoon Han, YoungJoon Yoo

  • ODL-TempLLM: Ontology-Guided and Description Logic-Reasoned Temporal Reasoning with LLMs
    Jinshuo Liu, Cheng Bi, Meng Wang, Juan Deng, Donghong Ji, Jeff Z. Pan

  • FACTrial: Factorized Clinical Contrastive Training for Scalable Patient-Trial Retrieval
    XuanrenChen, Chongyang Tao, Tao Shen, Shuai Ma

  • Your Students Don’t Use LLMs Like You Wish They Did
    Sebastian Kobler, Matthew Clemson, Angela Sun, Jonathan K. Kummerfeld

  • Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning
    Jiaxi Bi, Tongxu Luo, Wenyu Du, Zhengyang Tang, Benyou Wang

  • Discourse Coherence and Response-Guided Context Rewriting for Multi-Party Dialogue Generation
    Zhiyu Cao, Peifeng Li, Qiaoming Zhu

  • EvolvR: Self-Evolving Pairwise Reasoning for Story Evaluation to Enhance Generation
    Xinda Wang, Zhengxu Hou, Yangshijie Zhang, Bingren Yan, Jialin Liu, Chenzhuo Zhao, Zhibo Yang, Bin-Bin Yang, Feng Xiao

  • Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism
    Yuhao Shen, Tianyu Liu, Junyi Shen, Jinyang Wu, Quan Kong, Huan Li, Cong Wang

  • BWLA: Breaking the Barrier of W1AX Post-Training Quantization for LLMs
    Zhixiong Zhao, Zukang Xu, Dawei Yang

  • Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering
    Changin Choi, Wonseok Lee, Jungmin Ko, Wonjong Rhee

  • Dynamics of Cognitive Heterogeneity: Investigating Behavioral Biases in Multi-Stage Supply Chains with LLM-Based Simulation
    Jiuyun Jiang, Yuecheng Hong, Bo Yang, Jin Yang, Guangxin Jiang, Xiaomeng Guo, Guang Xiao

  • Triviality Corrected Endogenous Reward
    Xinda Wang, Zhengxu Hou, Yangshijie Zhang, Bingren Yan, Jialin Liu, Chenzhuo Zhao, Zhibo Yang, Bin-Bin Yang, Feng Xiao

  • Identity-Robust Language Model Generation via Content Integrity Preservation
    Miao Zhang, Kelly Chen, Mehrab Tanjim, Rumi Chunara

  • RFS-Guard: Detecting Reasoning Hallucinations via Cross-Phase Routing Focus in Large Reasoning Models
    Zihang Liu, Zhouhua Fang, Hui Liu, Zhiwei Liu, Yong Li, Haishuai Wang

  • Causal-ESC: Reliable Policy Learning for Emotional Support Conversation via Causal Inference
    Xv Wang, Wang Zhenyu, Guanyu Zheng, Rui Zhang

  • Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
    Dongxu Zhang, Yiding Sun, Cheng Tan, Wenbiao Yan, Ning Yang, Jihua Zhu, Haijun Zhang

  • CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks
    Hongchao Jiang, Yiming Chen, Yushi Cao, Hung-yi Lee, Robby T. Tan

  • Modeling LLM Unlearning as an Asymmetric Two-Task Learning Problem
    Zeguan Xiao, Siqing Li, Yong Wang, Xuetao Wei, Jian Yang, Yun Chen, Guanhua Chen

  • MVP: Enhancing Video Large Language Models via Self-supervised Masked Video Prediction
    Xiaokun Sun, Zezhong Wu, Zewen Ding, Linli Xu

  • Knowledge Poisoning Attacks on Medical Multi-Modal Retrieval-Augmented Generation
    Peiru Yang, Haoran Zheng, Tong Ju, Shiting Wang, Wanchun Ni, Jiajun Liu, Shangguang Wang, Yongfeng Huang, Tao Qi

  • Maximizing Local Entropy Where It Matters: Prefix-Aware Localized LLM Unlearning
    Naixin Zhai, Pengyang Shao, Binbin Zheng, Yonghui Yang, Fei Shen, Long Bai, Xun Yang

  • When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation
    Nannan Huang, Iffat Maab, Junichi Yamagishi

  • Language Acquisition Device in Large Language Models
    Masato Mita, Taiga Someya, Ryo Yoshida, Yohei Oseki

  • CAML: A Conflict-Aware Molecular Language Model Merging Framework for Multi-Constraint Molecular Generation
    Xuanbai Ren, Luoda Tan, Pei Liu, Tengfei Ma, Xiangzheng Fu, Longyue Wang, Yiping Liu, Xiangxiang Zeng

  • Stratagem: Learning Transferable Reasoning via Trajectory-Modulated Game Self-Play
    Xiachong Feng, Deyi Yin, Xiaocheng Feng, Yi Jiang, Libo Qin, Yangfan Ye, Lei Huang, Weitao Ma, Qiming Li, Yuxuan Gu, Bing Qin, Lingpeng Kong

  • NOSE: Neural Olfactory-Semantic Embedding with Tri-Modal Orthogonal Contrastive Learning
    YanyiSu, Hongshuai Wang, Zhifeng Gao, Jun Cheng

  • ReFL: Reflective Feedback Learning for Hallucination Detection of Large Language Models
    Cunhang Fan, Jun Zhang, Xue Zhang, Shuai Zhang, Zhao Lv, Jianhua Tao, Zhengqi Wen

  • Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management
    Weitao Ma, Xiaocheng Feng, Lei Huang, Xiachong Feng, Zhanyu Ma, Jun Xu, Jiuchong Gao, Jinghua Hao, Renqing He, Bing Qin

  • NaturalSloth: Revisiting Denial-of-Service Attacks on Large Language Models
    Yiming Chen, Zexin Li, Xianghu Yue, Robby T. Tan, Haizhou Li

  • HiGoE: Hierarchical Graph of Evidence to Enhance Retrieval-Augmented Generation for Long-context Summarization
    Long Yuan, Kaiwen Tian, Zi Chen, Bolong Zheng, Chuan Ma

  • Region-Grounded Report Generation for 3D Medical Imaging: A Fine-Grained Dataset and Graph-Enhanced Framework
    Cong Huy Nguyen, Son Dinh Nguyen, Guanlin Li, Tuan Dung Nguyen, Aditya Narayan Sankaran, Mai Huy Thong, Thanh Trung Nguyen, Mai Hong Son, Reza Farahbakhsh, Phi Le Nguyen, Noel Crespi

  • UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization
    Zhengxi Lu, Fei Tang, Guangyi Liu, Kaitao Song, Xu Tan, Jin Ma, Wenqi Zhang, Weiming Lu, Jun Xiao, Yueting Zhuang, Yongliang Shen

  • STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation
    Shuyuan Zhao, Wei Chen, Weijie Zhang, Xinrui Hou, Junfeng Shen, Boyan Shi, Shengnan Guo, Youfang Lin, Huaiyu Wan

  • Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling
    Qiyuan Chen, Hongsen Huang, Jiahe Chen, Qian Shao, Jintai Chen, Hongxia Xu, Renjie Hua, Chuan Ren, Jian Wu

  • DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation
    Li Huang, Zhongxin Liu, Yifan Wu, Tao Yin, Dong Li, Jichao Bi, Nankun Mu, Hongyu Zhang, Meng Yan

  • Distillation Traps and Guards: A Calibration Knob for LLM Distillability
    Weixiao Zhan, Yongcheng Jing, Leszek Rutkowski, Dacheng Tao

  • DVMap: Fine-Grained Pluralistic Value Alignment via High-Consensus Demographic-Value Mapping
    Pengyun Zhu, Yuqi Ren, Zhen Wang, Lei Yang, Deyi Xiong

  • HTMR: Hybrid Token Masking Reinforcement Learning with Verifiable Rewards for Event Argument Extraction with Multi-Perspective Reasoning
    Jianwen Luo, Yongkang Jin, Yu Hong, Jianmin YAO

  • IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking
    Zechen Sun, Yuyang Sun, Zecheng Tang, Juntao Li, Wenpeng Hu, Wenliang Chen, Zhunchen Luo, Guotong Geng, Min Zhang

  • Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems
    Mengzhuo Chen, Junjie Wang, Fangwen Mu, Yawen Wang, Zhe Liu, Huanxiang Feng, Qing Wang

  • MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation
    Yanghao Zhou, Haitian Li, Rexar Lin, Heyan Huang, Jinxing Zhou, Changsen Yuan, Tian Lan, Ziqin Zhou, Yudong Li, Jiajun Xu, Jingyun Liao, YiMing Cheng, Xuefeng Chen, Xian-Ling Mao, Yousheng Feng

  • Why LLMs Hallucinate on Structured Knowledge: A Mechanistic Analysis of Reasoning over Linearized Representations
    Shanghao Li, Jinda Han, Yibo Wang, Yuanjie Zhu, Zihe Song, Langzhou He, Kenan Kamel A Alghythee, Philip S. Yu

  • SubTokenTest: A Practical Benchmark for Real-World Sub-token Understanding
    Shuyang Hou, Yi Hu, Muhan Zhang

  • Benchmarking and Enabling Efficient Chinese Medical Retrieval via Asymmetric Encoders
    Angqing Jiang, Jianlyu Chen, Zhefang, Yongcan Wang, Xinpeng Li, Keyu Ding, Defu Lian

  • Merlin’s Whisper: Enabling Efficient Reasoning in Large Language Models via Black-box Persuasive Prompting
    Heming Xia, Cunxiao Du, Rui Li, Chak Tou Leong, Yongqi Li, Wenjie Li

  • CAKE: Causal-Guided Adaptive Knowledge Editing for LLMs
    Shuxin Liu, Jianhao Zhang

  • Preconditioned Test-Time Adaptation for Out-of-Distribution Debiasing in Narrative Generation
    Hanwen Shen, Ting Ying, Jiajie Lu, Shanshan Wang

  • Backdoor Collapse: Eliminating Unknown Threats Via Known Backdoor Aggregation In Language Models
    Liang Lin, Miao Yu, Moayad Aloqaily, Zhenhong Zhou, Kun Wang, Linsey Pang, Prakhar Mehrotra, Qingsong Wen

  • Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention
    Zhen Yang, Mingyang Zhang, Feng Chen, Ganggui Ding, Liang Hou, Xin Tao, Ying-Cong Chen

  • League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models
    Qianhong Guo, Wei Xie, Xiaofang Cai, Enze Wang, Shuoyoucheng Ma, Xiaobing Sun, Tian Xia, Kai Chen, Xiaofeng Wang, Baosheng Wang

  • RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora
    Hanjun Cho, Jay-Yoon Lee

  • Rethinking Data Mixing from the Perspective of Large Language Models
    Yuanjian Xu, Tianze Sun, Changwei Xu, XinLong Zhao, Jianing Hao, Ran Chen, Yang Liu, Ruijie Xu, Stephen Chen, Guang Zhang

  • Leibniz: Theory-of-Mind Driven Neuro-Symbolic Logical Reasoning via Multi-Agent Collaboration
    Yue Fan, Hu zhang, Yunxiao Zhao, Guangjun Zhang, Hao Zhan, Ru Li, Hongye Tan, Yuanlong Wang

  • The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs
    Zihan Chen, Yiming Zhang, Wenxiang Geng, Zenghui Ding, Yining Sun

  • SPENCE: A Syntactic Probe for Detecting Contamination in NL2SQL Benchmarks
    Mohammadtaher Safarzadeh, Hitesh Laxmichand Patel, Afshin Oroojlooy, Graham Horwood, Dan Roth

  • PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling
    Ai Jian, Jingqing Ruan, Xing Ma, Dailin Li, Weipeng Zhang, Ke Zeng, Xunliang Cai

  • Uncovering Sentiment Analysis Circuit in Large Language Model
    Shichen Li, Zhouyang Wang, Zhongqing Wang, Peifeng Li

  • Think Before Writing: Feature-Level Multi-Objective Optimization for Generative Citation Visibility
    Zikang Liu, Peilan Xu

  • Zero-Shot Multimodal Retrieval with Multi-Scale Contextual Representations
    Sourajit Saha, Tejas Gokhale

  • ReEfBench: Quantifying the Reasoning Efficiency of LLMs
    Zhizhang Fu, Yuancheng Gu, Chenkai Hu, Hanmeng Liu, Yue Zhang

  • Beyond Ranking: Fine-Grained Diagnostics and Self-Improvement for MLLMs
    Mingze Xu, Zijing Zhao, Qiming Peng, Houwen Peng, Han Hu, Zhanhui Kang, Yuxing Han

  • Bridging Internal Consistency and External Alignment: A Causal and Dynamic Interpretability Framework for LLM Generation
    Shuyao Xiao, Shengling Wang, Ke Chao

  • Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning
    Yifan Li, YuKai Gu, Yingqian Min, Zikang Liu, Yifan Du, Kun Zhou, Min Yang, Xin Zhao, Minghui Qiu

  • THOR: A Theta-Gamma Hierarchical Oscillatory Reasoning Framework for Multi-hop QA
    Ziyang Ling, Ronald XuMingzhai Sun

  • How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study
    Zhexin Zhang, Xian Qi Loye, Victor Shea-Jay Huang, Junxiao Yang, Qi Zhu, Shiyao Cui, Fei Mi, Lifeng Shang, Yingkang Wang, Hongning Wang, Minlie Huang

  • HSCodeComp: A Realistic and Expert-level Agent Benchmark for Hierarchical Rule Application
    Tian Lan, Yiqian Yang, Qianghuai Jia, Li Zhu, Hui Jiang, Hang Zhu, Weihua Luo, Longyue Wang

  • AnchorSeg: Language Grounded Query Banks for Reasoning Segmentation
    Rui Qian, Chuanhang Deng, Qiang Huang, Jian Xiong, Mingxuan Li, Yingbo Zhou, Wei Zhai, Jintao Chen, Dejing Dou

  • R^3AG: Retriever Routing for Retrieval-Augmented Generation
    Tong Zhao, Yutao Zhu, Yucheng Tian, Zhicheng Dou

  • ClusterRAG: Cluster-Based Collaborative Filtering for Personalized Retrieval-Augmented Generation
    Gibson Nkhata, Uttamasha Anjally Oyshi, Quan Mai, Susan Gauch

  • Toward Robust In-Context Learning: Leveraging Out-of-distribution Proxies for Target Inaccessible Demonstration Retrieval
    Hao Xu, rite Bo, Fausto Giunchiglia, Yingji Li, Rui Song

  • AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora
    Jiaxin Bai, Wei Fan, Qi Hu, Qing Zong, Chunyang Li, Hong Ting Tsang, Hongyu Luo, Yauwai Yim, Haoyu Huang, Xiao Zhou, Feng QIN, Tianshi Zheng, Xi Peng, Xin YAO, Huiwen Yang, Leijie Wu, JI Yi, Gong Zhang, Renhai Chen, Yangqiu Song

  • Aligned Multi-View Scripts for Universal Chart-to-Code Generation
    Zhihan Zhang, Lizi Liao

  • SpeakerSleuth: Can Large Audio-Language Models Judge Speaker Consistency across Multi-turn Dialogues?
    Jonggeun Lee, Junseong Pyo, Gyuhyeon Seo, Yohan Jo

  • Breaking Block Boundaries: Anchor-based History-stable Decoding for Diffusion Large Language Models
    Shun Zou, Yong Wang, Zehui Chen, Lin Chen, Chongyang Tao, Feng Zhao, Xiangxiang Chu

  • HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure
    Zhuo Chen, Minghao Li, Xiaoqian Ma, Siqi Fan, Xiusheng Huang, ZhangLiujie, Weihang Chen

  • Unveiling the Unknown: Open-Set Entity Typing via Two-Stage Generation
    Hu Chen, Binhan Yang, Wei Shen

  • Don’t Adapt Small Language Models for Tools; Adapt Tool Schemas to the Models
    Jonggeun Lee, Woojung Song, Jongwook Han, Haesung Pyun, Yohan Jo

  • Language Reconstruction with Brain Predictive Coding from fMRI Data
    Congchi Yin, Ziyi Ye, Piji Li

  • Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards
    Jiajie Zhang, Xin Lv, Ling Feng, Lei Hou, Juanzi Li

  • Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning
    Xue Zhang, Yunlong Liang, Fandong Meng, Songming Zhang, Kaiyu Huang, Yufeng Chen, Xu Jinan, Jie Zhou

  • Mem²Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
    Zihao Cheng, Zeming Liu, YingyuShan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru Wang, Yuhang Guo, Wei Lin

  • VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition
    Hongbo Jin, Kuanwei Lin, Wenhao Zhang, Yichen Jin, Ge Li

  • Visual Inception: Compromising Long-term Planning in Agentic Recommenders via Multimodal Memory Poisoning
    Jiachen Qian

  • Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality
    Mengyu Bu, Yang Feng

  • GeoArena: Evaluating Open-World Geographic Reasoning in Large Vision-Language Models
    Pengyue Jia, Yingyi Zhang, Xiangyu Zhao, Sharon Li

  • Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models
    Chenghao Xu, Jiexi Yan, Guangtao Lyu, Qi Liu, Muli Yang, Cheng Deng

  • From AR to Diffusion: Efficiently Adapting Large Language Models with Strictly Causal and Elastic Horizons
    Xiangyu Ma, Teng Xiao, Zuchao Li, Lefei Zhang

  • ExPerT: Personalizing LLM Responses to Users’ Domain Expertise via Query-Wise Semantic and Keystroke Behavioral Cues
    Yeji Park, Jiwon Tark, Taesik Gong

  • Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding
    Wenkai Wang, Xiyun Li, Hongcan Guo, Wenhao Yu, Tianqing Fang, Haitao Mi, Dong Yu, Shengyu Zhang

  • Retrieving to Recover: Towards Incomplete Audio-Visual Question Answering via Semantic-consistent Purification
    Jiayu Zhang, Shuo Ye, Qilang Ye, Zihan Song, Jiajian Huang, Zitong Yu

  • ChatHLS: Towards Systematic Design Automation and Optimization for High-Level Synthesis
    Runkai Li, Jia Xiong

  • Cultural Benchmarking of LLMs in Standard and Dialectal Arabic Dialogues
    Muhammad Dehan Al Kautsar, Saeed Almheiri, Momina Ahsan, Bilal Elbouardi, Younes Samih, Sarfraz Ahmad, Amr Keleg, Omar El Herraoui, Kareem Elzeky, Abed Alhakim Freihat, Mohamed Anwar, Zhuohan Xie, Junhong Liang, Mohammad Rustom Al Nasar, Preslav Nakov, Fajri Koto

  • ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
    Jiani Huang, Shijie Wang, Liang-Bo Ning, Wenqi Fan, Li Qing

  • MoA: Heterogeneous Mixture of Adapters for Parameter-Efficient Fine-Tuning of Large Language Models
    Jie Cao

  • Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression
    Miao Lu, Weiwei Sun, Weihua Du, Zhan Ling, Xuesong Yao, Kang Liu, Jiecao Chen

  • Probing the Safety Robustness of LLMs in Latent Space
    Tianle Gu, Kexin Huang, Zongqi Wang, Yixu Wang, Jie Li, Xin Wang, Yang Yao, Yujiu Yang, Yan Teng, Yingchun Wang

  • LoopTool: Closing the Data–Training Loop for Robust LLM Tool Calls
    Kangning Zhang, Weiwen Liu, Wenxiang Jiao, Kounianhua Du, Yuan Lu, Weinan Zhang, Yong Yu

  • Placing Puzzle Pieces Where They Matter: A Question Augmentation Framework for Reinforcement Learning
    Yangyi Fang, Haolin Shi

  • USB: A COMPREHENSIVE AND UNIFIED SAFETY EVALUATION BENCHMARK FOR MULTIMODAL LARGE LANGUAGE MODELS
    Baolin Zheng, Guanlin Chen, Qingyang Teng, Hongqiong Zhong, Yingshui Tan, Zhendong Liu, Weixun Wang, Jiaheng Liu, Jian Yang, Huiyun Jing, Jincheng Wei, Wenbo Su, Xiaoyong Zhu, Bo Zheng, Kaifu Zhang

  • FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow
    Yusong Hu, Runmin Ma, Yue Fan, Jinxin Shi, Zongsheng Cao, Yuhao Zhou, Jiakang Yuan, Shuaiyu Zhang, Shiyang Feng, Xiangchao Yan, Shufei Zhang, Wenlong Zhang, Lei Bai, Bo Zhang

  • LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
    Ming Zhang, Yujiong Shen, Jingyi Deng, Yuhui Wang, Huayu Sha, Kexin Tan, Qiyuan Peng, Yue Zhang, Junzhe Wang, Shichun Liu, Yueyuan Huang, Jingqi Tong, Changhao Jiang, Yilong Wu, Zhihao Zhang, Mingqi Wu, Mingxu Chai, Zhiheng Xi, Shihan Dou, Tao Gui, Qi Zhang, Xuanjing Huang

  • SAME: Signer-Aware Mixture-of-Experts for Test-Time Adaptation in Sign Language Translation
    Lujia Yang, Weicai Yan, Yongbo He, Qifei Zhang, Tao Jin, Jinshan Zhang, Meng Xi, Jianwei Yin

  • Controllable LLM Reasoning via Sparse Autoencoder‑Based Steering
    Yi Fang, Wenjie Wang, Mingfeng Xue, Boyi Deng, Fengli Xu, Dayiheng Liu, Fuli Feng

  • LEDOM: Reverse Language Model
    Xunjian Yin, Sitao Cheng, Yuxi Xie, Xinyu Hu, Li Lin, Xinyi Wang, Liangming Pan, William Yang Wang, Xiaojun Wan

  • AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images
    Bo Zhang, Tzu-Yen Ma, Zichen Tang, Junpeng Ding, Zirui Wang, Yizhuo Zhao, Peilin Gao, Zijie Xi, Zixin Ding, Haiyang Sun, Haocheng Gao, Yuan Liu, Liangjia Wang, Yiling Huang, Yujie Wang, Yuyue Zhang, Ronghui Xi, Yuanze Li, Jiacheng Liu, Zhongjun Yang, Haihong E

  • The GaoYao Benchmark: A Comprehensive Framework for Evaluating Multilingual and Multicultural Abilities of Large Language Models
    Yilun Liu, Chunguang Zhao, Mengyao Piao, Lingqi Miao, Shimin Tao, Minggui He, Chenxin Liu, Zhang Li, Mahongxia, Jiaxin Guo, Chen Liu, Liqun Deng, Jiansheng Wei, Xiaojun Meng, Fanyi Du, Daimeng Wei, Yanghua Xiao

  • METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues
    Haofu Yang, Jiaji Liu, Chen Huang, Faguo Wu, Wenqiang Lei, See-Kiong Ng

  • TamEdit: Trajectory-Aware Meta-Learning for Specificity-Preserving Continual Knowledge Editing
    Shiqiang Tian, Cheng Ding, Qin Chen, Jie Zhou, Liang He

  • LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases
    Yida Cai, Ranjuexiao Hu, Huiyuan Xie, Chenyang Li, Yun Liu, Yuxiao Ye, Zhenghao Liu, Weixing Shen, Zhiyuan Liu

  • Agentic Memory: Learning Unified Long-Term and Short-Term Memory Management for Large Language Model Agents
    Yi Yu, Liuyi Yao, Yuexiang Xie, Qingquan Tan, Jiaqi Feng, Yaliang Li, Libing Wu

  • Profiling-Free Mixed-Precision Quantization for MoE LLMs via Fuzzy Rule Interpolation
    Huachen Qi, Ruiyu Zhuo, Bowen Shi, Xiang Chang, Fei Chao, Changjing Shang, Qiang Shen

  • Tailoring Diagnostic Modeling to Individual Learners: Personalized Distractor Generation via MCTS-Guided Reasoning Reconstruction
    Tao Wu, Jingyuan Chen, Wang Lin, Jian Zhan, Mengze Li, Fangzhou Jin, Min Zhang, Kun Kuang, Fei Wu

  • MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation
    Xiaoyuan Li, Keqin Bao, Yubo Ma, Moxin Li, Wenjie Wang, Rui Men, Yichang Zhang, Fuli Feng, Dayiheng Liu

  • Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation
    Tianjiao Li, Kai Zhao, Xiang Li, Yang Liu, Huyang Sun

  • Query-Aware Knowledge Retrieval via Hyperbolic Structuring
    Chuang Zhou, Junnan Dong, Yilin Xiao, Shengyuan Chen, Su Dong, Di Yin, Xing Sun, Zhaozhuo Xu, Xiao Huang

  • EduBench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios
    Bin Xu, Yu Bai, Huashan Sun, Yiguan Lin, Siming Liu, Xinyue Liang, Yaolin Li, Zhuangzhi Dong, Jingren Zhang, Yufan Deng, Xinyu Zou, Yang Gao, Heyan Huang

  • WebClipper: Efficient Evolution of Web Agents with Graph-based Trajectory Pruning
    Junjie Wang, Zequn Xie, Dan Yang, Jie Feng, Yue Shen, Duolin Sun, Meixiu Long, Yihan Jiao, Zhehao Tan, Jian Wang, Peng Wei, Jinjie Gu

  • MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation
    Weihua Zheng, Zhengyuan Liu, Tanmoy Chakraborty, Weiwen Xu, Xiaoxue Gao, Bryan Chen Zhengyu Tan, Bowei Zou, Chang Liu, Yujia Hu, Xing Xie, Xiaoyuan Yi, Jing Yao, Chaojun Wang, Long Li, Rui Liu, Huiyao Liu, Koji Inoue, Ryuichi Sumida, Tatsuya Kawahara, Fan Xu, Lingyu Ye, Wei Tian, Dongjun Kim, Jimin Jung, Jaehyung Seo, Nadya YukiWangsajaya, Pham Minh Duc, Ojasva Saxena, Palash Nandi, Xiyan Tao, Wiwik Karlina, Tuan Luong, Keertana Arun Vasan, Roy Ka-Wei Lee, Nancy F. Chen

  • Step-GRPO: Internalizing Dynamic Early Exit for Efficient Reasoning
    Benteng Chen, Weida Wang, Shufei Zhang, Mingbao Lin, Min Zhang

  • Gold-Medal-Level Olympiad Geometry Solving with Efficient Heuristic Auxiliary Constructions
    Boyan Duan, Xiao Liang, Shuai Lu, Yaoxiang Wang, Yelong Shen, Kai-Wei Chang, Ying Nian Wu, Mao Yang, Weizhu Chen, Yeyun Gong

  • Rethinking Jailbreak Detection of Large Vision Language Models with Representational Contrastive Scoring
    Peichun Hua, Hao Li, Shanghao Shi, Zhiyuan Yu, Ning Zhang

  • The Digital Dunning-Kruger Effect: Decoupling Hallucinations via Geometric Hidden-state Observation for Semantic Truthfulness
    Yueheng Mao, Min Yu, Gengwang Li, Jianguo Jiang, Gang Li, Meng Zhang, Zhen Xu, Weiqing Huang, Ming Liu

  • d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models
    Leyi Pan, Shuchang Tao, Yunpeng Zhai, Zheyu Fu, Liancheng Fang, Minghua He, Lingzhe Zhang, Zhaoyang Liu, Bolin Ding, Aiwei Liu, Lijie Wen

  • Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems
    Xingchen Zou, Yuhao Yang, Zheng Chen, Xixuan Hao, Yiqi chen, Chao Huang, Yuxuan Liang

  • Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism
    Yuhua Jiang, Shuang Cheng, Yihao Liu, Ermo Hua, Che Jiang, Weigao Sun, Yu Cheng, Feifei Gao, Biqing Qi, Bowen Zhou

  • BoYaEval: Evaluating Multimodal Large Language Models on Understanding Ancient Chinese Musical Scores
    Jiajia Li, Weizhi Xue, Yao Yao, Qiwei Li, Chenchong, Zuchao Li, Ping Wang, Hai Zhao

  • Rectifying the Emotional Flow: Aligning Priors and Dynamic Guidance for High-Arousal Text-to-Speech
    Fangming Feng, Dongjie Fu, Zequn Xie, Yu Zhang, Yangyang Wu, Zhou Zhao, Tao Jin

  • Perplexity-Aware Data Scaling Law: Perplexity Landscapes Predict Performance for Continual Pre-training
    Lei Liu, Hao Zhu, Xiaoyan Yang, Yue Shen, Zhixuan Chu, Jian Wang, Jinjie Gu, Kui Ren

  • Benchmarking Large Vision-Language Models on CFMME: A Comprehensive Chinese Financial Multimodal Evaluation Dataset
    Qian Chen, Xianyin Zhang, Yanzhi Liu, Lifan Guo, Feng Chen, Chi Zhang

  • AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage
    Xuanle Zhao, Zilin Sang, Yuxuan Li, Qi Shi, Weilun Zhao, Shuo Wang, Duzhen Zhang, Xu Han, Zhiyuan Liu, Maosong Sun

  • How Can Synthetic Data Improve Multilingual Language Model Pretraining? A Data Quality Perspective
    Tongyao Zhu, Qian Liu, Chang Ma, Jinghan Zhang, Longxu Dou, Junxian He, Shiqi Chen

  • Can Large Language Models Infer Causal Relationships from Real-World Text?
    Ryan Saklad, Aman Chadha, Oleg Pavlov, Raha Moraffah

  • Distributional Clarity: The Hidden Driver of RL-Friendliness in Large Language Models
    Shaoning Sun, Mingzhu Cai, Huang He, Bingjin Chen, Siqi Bao, Yujiu Yang, Hua Wu, Haifeng Wang

  • ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability
    Wenhan Liu, Xinyu Ma, Weiwei Sun, Yutao Zhu, Yuchen Li, Dawei Yin, Zhicheng Dou

  • Translation or Recitation? Calibrating Evaluation Scores for Machine Translation of Extremely Low-Resource Languages
    Danlu Chen, Ka Sing He, Jiahe Tian, Chenghao Xiao, Zhaofeng Wu, Taylor Berg-Kirkpatrick, Freda Shi

  • ATIR: Towards Audio-Text Interleaved Contextual Retrieval
    Tong Zhao, Chenghao Zhang, Yutao Zhu, Zhicheng Dou

  • Task-Aware LLM Routing with Multi-Level Task-Profile-Guided Data Synthesis for Cold-Start Scenarios
    Hui Liu, Bin Zou, Kecheng Chen, Jie Liu, Wenya Wang, Haoliang Li

  • SelFusion: Self-distillation for Diffusion Language Models
    Hyeongsoo Lim, Jin Young Kim, Eun Seo Seo, Min Ho Jang, Ji Won Yoon

  • Benchmarking Web Agent Safety under E-commerce Deceptive Interfaces
    Zijing Shi, Meng Fang, Ling Chen

  • CheckMIABench: Firm Foundations For Membership Inference Attacks on Language Models
    Jeffrey George Wang, Jason Wang, Marvin Li, Seth Neel

  • Counteracting the Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing
    Xin Guo, Zhiheng Xi, Yiwen Ding, Yitao Zhai, Xiaowei Shi, Xunliang Cai, Tao Gui, Qi Zhang, Xuanjing Huang

  • MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning
    Chengao Liu, Yuan Li, Yingze Wang, Jianbin Jiao

  • MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference
    Chuan Wu, Bo Li, shaolin Zhu

  • Efficient Prior-Guided Reasoning for Robust Retrieval-Augmented Generation under Conflicts
    Xiaowei Yuan, Ziyang Huang, Zhao Yang, Yequan Wang, Jun Zhao, Kang Liu

  • Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting
    Siming Sun, Kai Zhang, Xuejun Jiang, Wenchao Meng, Qinmin Yang

  • Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings
    Minsik Oh, Jiwei Li, Guoyin Wang

  • Luring as a Proxy: Evaluating Corpus Transferability for Cybergrooming Detection
    Shiying Fan, Mareike Bassenge, Martin Steinebach

  • MIRTH: Mutual-Information Reasoning with Temporal Hubs for Vision-Language-Action Agents
    Hao Sun, Yu Song, Teng Shiyu, Ziwei Niu, Yen-wei Chen

  • IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning
    Navya Gupta, Rishitej Reddy Vyalla, Avinash Anand, Chhavi Kirtani, Erik Cambria, Zhengchen Zhang, Zhengkui Wang, Timothy Liu, Aik Beng Ng, Simon See, Rajiv Ratn Shah

  • FLARE: Fine-Grained Length-Aware Routing for Resource-Efficient Heterogeneous LLM Serving
    Yujia Fu, Heming Zhong, Dan Huang, Yutong Lu

  • MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization
    Yang Zhao, Hepeng Wang, Xiao Ding, Yangou Ouyang, Bibo Cai, Kai Xiong, Jinglong Gao, Zhouhao Sun, Li Du, Bing Qin, Ting Liu

  • Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs
    Binxing Xu, Hao Gu, Lujun Li, Hao Wang, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Xintong Yang, Chao Li, Sirui Han, Yike Guo

  • OS-Symphony: A Holistic Framework for Robust and Generalist Computer-Using Agents
    Bowen Yang, Kaiming Jin, Zhenyu Wu, Zhaoyang Liu, Qiushi Sun, Zehao Li, JingJing Xie, Zhoumianze Liu, Fangzhi Xu, Kanzhi Cheng, Yian Wang, Qingyun Li, Yu Qiao, Zun Wang, Zichen DingBowen Yang, Kaiming Jin, Zhenyu Wu, Zhaoyang Liu, Qiushi Sun, Zehao Li, JingJing Xie, Zhoumianze Liu, Fangzhi Xu, Kanzhi Cheng, Yian Wang, Qingyun Li, Yu Qiao, Zun Wang, Zichen Ding

  • Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement
    Zexu Sun, Yongcheng Zeng, Erxue Min, Heyang Gao, Bokai Ji, Dugang Liu, Xing Tang, Xiuqiang He, Xu Chen

  • BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search Agents
    Zijian Chen, Xueguang Ma, Shengyao Zhuang, Ping Nie, Kai Zou, Sahel Sharifymoghaddam, Andrew Liu, Joshua Green, Kshama Patel, Ruoxi Meng, Mingyi Su, Yanxi Li, Haoran Hong, Xinyu Shi, Xuye Liu, Hosna Oyarhoseini, Nandan Thakur, Crystina Zhang, Luyu Gao, Wenhu Chen, Jimmy Lin

  • LitVISTA: A Benchmark for Narrative Orchestration in Literary Text
    Mingzhe Lu, Yiwen Wang, Yanbing Liu, Qi You, Chong Liu, Ruize Qin, Haoyu Dong, Wenyu Zhang, JiaRui Zhang, Yue Hu, Yunpeng Li

  • RST-Guarder: Enhancing Long-Context Robustness for Safeguards via RST Parsing and Probabilistic Inference
    Xu Zhang, Xiaojun Wan

  • EpiCaR: Knowing What You Don’t Know Matters for Better Reasoning in LLMs
    Jewon Yeom, Jaewon Sok, Seonghyeon Park, Jeongjae Park, Taesup Kim

  • MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control
    Hui Wu, Chao Xu, Jianghui Wang, Ziqiong Liu, Dong Li, Yiwei Dai, Emad Barsoum

  • MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition
    Yancui Li, Xiaoyu Zhou, Guoyi Miao, Fang Kong

  • Debiasing Reward Models via Causally Motivated Inference-Time Intervention
    Kazutoshi Shinoda, Kosuke Nishida, Kyosuke Nishida

  • Steganography Beyond Pixels: Reimagining Image Steganography as Cross-Modal Linguistic Communication
    Ren Lijing, Denghui Zhang

  • Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
    Shrey Pandit, Austin Xu, Xuan-Phi Nguyen, Yifei Ming, Caiming Xiong, Shafiq Joty

  • Agent-based Substructure Counting under Local Differential Privacy
    Yuting Zhang, Kai Wang, Wei Ni, Ying Zhang, Wenjie Zhang

  • NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons
    Haonan Dong, Kehan Jiang, Haoran Ye, Wenhao Zhu, Zhaolu Kang, Guojie Song

  • Red Teaming Large Reasoning Models
    Jiawei Chen, Yang Yang, Chao Yu, Yu Tian, Zhi Cao, Xue Yang, Linghao Li, Hang Su, Zhaoxia Yin

  • InsLogicBench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication
    Jin Liu, Yunpeng Liu, Keyi Wang, Jie Shi, Xiao Xu, Wenkang Huang, Xingzhong Xu, Xin Liang, Yanghua Xiao

  • LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points
    Xuemiao Zhang, Can Ren, Chengying Tu, Rongxiang Weng, Hongfei Yan, Jingang Wang, Xunliang Cai

  • Comparative Analysis of the Intrinsic Metrics for Tokenizers and their effect on Downstream Tasks for Hindi and Marathi
    Shagun Dwivedi, Kaushik Gopalan

  • Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval
    HaeJun Yoo, Yongseop Shin, Insung Lee, Myoung-Wan Koo, Du-Seong Chang

  • SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science
    Wonduk Seo, Juhyeon Lee, Yanjun Shao, Qingshan Zhou, Seunghyun lee, Yi Bu

  • Comparing human and language models sentence processing difficulties on complex structures
    Samuel Joseph Amouyal, Aya Meltzer-Asscher, Jonathan Berant

  • Phun-Bench: Evaluating LLMs on Phonological Understanding in Chinese
    Xing Yue, Yongliang Shen, Weiming Lu

  • Causal2Vec: Improving Decoder-only LLMs as Embedding Models through a Contextual Token
    Ailiang Lin, Zhuoyun Li, Yusong Wang, Kotaro Funakoshi, Manabu Okumura

  • Enhancing Multimodal Large Language Models for Ancient Chinese Character Evolution Analysis via Glyph-Driven Fine-Tuning
    Rui Song, Lida Shi, Ruihua Qi, Yingji Li, Hao Xu

  • See2Refine: Vision-Language Feedback Improves LLM-Based eHMI Action Designers
    Ding Xia, Xinyue Gui, Mark Colley, Fan Gao, Zhongyi Zhou, Dongyuan Li, Renhe Jiang, Takeo Igarashi

  • A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions
    Zhiyin Yu, Yuchen Mou, Juncheng Yan, Junyu Luo, Chunchun Chen, Xing Wei, Yunhui Liu, Hongru Sun, Yuxing Zhang, Jun Xu, Yatao Bian, Ming Zhang, Wei Ye, Tieke He, Jie Yang, Guanjie Zheng, Zhonghai Wu, Bo Zhang, Lei Bai, Xiao Luo

  • SADA: Bridging In-Context Learning and Fine-Tuning via State-Aligned Distillation Adapters
    Wenhao Gao, Tianlong Wang, Wei Jia, Linhao Zhang, Aiwei Liu, Miao Fan, Zhou Xiao

  • Anti-Length Shift: Dynamic Outlier Truncation for Training Efficient Reasoning Models
    Wei Wu, Liyi Chen, Congxi Xiao, Tianfu Wang, Qimeng Wang, Chengqiang Lu, Yan Gao, Yi Wu, Yao Hu, Hui Xiong

  • The Proxy Presumption: From Semantic Embeddings to Valid Social Measures
    Baishi Li, Ta Yu, Kelvin J.L. Koa, Ke-Wei Huang

  • Nested Browser-Use Learning for Agentic Information Seeking
    Baixuan Li, Jialong Wu, Wenbiao Yin, Kuan Li, Zhongwang Zhang, Huifeng Yin, Zhengwei Tao, Liwen Zhang, Pengjun Xie, Jingren Zhou, Yong Jiang, Wentao Zhang, Zhiqiang Gao

  • CamoQuery: Language-Guided Reasoning Camouflaged Object Segmentation
    Tianxin Han, Qing Dong, Xingwei Wang, Jie Jia, Gang Wu, Bowen Yang, Fu Zhang

  • Large Language Models Are Bad Dice Players: LLMs Struggle to Generate Random Numbers from Statistical Distributions
    Minda Zhao, Yilun Du, Mengyu Wang

  • PROMPRINT: Prompt Fingerprinting via First-Token Response for LLM App Cloning Detection
    Jungmin Lee, Peizhuo Lv, Yeonjoon Lee

  • MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits
    Yixin Xiang, Yunshan Ma, Xiaoyu Du, Yibing Chen, Yanxin Zhang, Jinhui Tang

  • DVCQR: Dual-View Conversational Query Rewriting with Stage-wise Reinforcement Learning
    Chenyi Li, Xinhui Tu, Zaixiang Wang

  • CoEvolve: Training LLM Agents via Agent-Data Mutual Evolution
    Shidong Yang, Ziyu Ma, Tongwen Huang, Yiming Hu, Yong Wang, Xiangxiang Chu

  • Make LLMs See Like Investigators, Not Just Think More: The Role of Structured Analysis in Investigative Reasoning
    Jaewook Lee, Myeong-Cheol Kang, Jong-hun Shin

  • From Narrow Unlearning to Emergent Misalignment in LLMs
    Erum Mushtaq, Anil Ramakrishna, Satyapriya Krishna, Sattvik Sahai, Prasoon Goyal, Kai-Wei Chang, Tao Zhang, Rahul Gupta

  • FormalScience: Scalable Human-in-the-Loop Autoformalisation of Science with Agentic Code Generation in Lean
    Jordan Meadows, Lan Zhang, Andre Freitas

  • MUR: Momentum Uncertainty guided Reasoning for Large Language Models
    Hang Yan, Fangzhi Xu, Rongman Xu, Yifei Li, Jian Zhang, Haoran Luo, Xiaobao Wu, Anh Tuan Luu, Haiteng Zhao, Qika Lin, Jun Liu

  • BiMol-Diff: A Unified Diffusion Framework for Molecular Generation and Captioning
    Aditya Hemant Shahane, Anuj Kumar Sirohi, Devansh Arora, Nitin Kumar, Prathosh A P, Sandeep Kumar

  • PEAP: Proactive Embodied Action Sequence Planning with Joint Understanding of Vision and Audio Perception
    Tianwei Lan, Jiaqi Wu, Zeming Liu, Zhaoxin Fan, Haifeng Wang, Yuhang Guo

  • Automated Creativity Evaluation of Language Models Across Open-Ended Tasks
    Tan Min Sen, Zachary Choy Kit Chun, Syed Ali Redha Alsagoff, Nadya Yuki Wangsajaya, Banerjee Mohor, Swaagat Bikash Saikia, Alvin Chan

  • Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling
    Jiaxuan Wang, Yulan Hu, Wenjin Yang, Zheng Pan, Xin Li, Lan-Zhe Guo

  • From Synthesis to Clinical Assistance: A Strategy-Aware Agent Framework for Autism Intervention based on Real Clinical Dataset
    Junhong Lai, Shuzhong Lai, Yanhao Yu, Wanlin Chen, Chenyu Yan, Haifeng Li, Lin Yao, Yueming Wang

  • How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language Models
    Minsung Kim, Dong-Kyum Kim, Jea Kwon, Nakyeong Yang, Kyomin Jung, Meeyoung Cha

  • PAR: Training-Free Positional Perturbation and Attention Recycling for Faithful OCR
    Yao Yao, Manwen Liao, Weitian Zhang, Zuchao Li, Hai Zhao

  • BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook
    Hao Gu, Lujun Li, Hao Wang, Lei Wang, Zheyu Wang, Bei Liu, Jiacheng Liu, Qiyuan Zhu, Sirui Han, Yike Guo

  • Learning What to Ignore: Mitigating Negative Transfer in Medical Knowledge Fusion via Clinical Task-Adaptive Selection
    Xinyan Deng, Shoubin Dong, Xiaorou Zheng

  • MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring
    Tengchao Yang, Sichen Guo, Mengzhao Jia, Jiaming Su, Yuanyang Liu, Zhihan Zhang, Meng Jiang

  • GrACE: A Generative Approach to Better Confidence Elicitation and Efficient Test-Time Scaling in Large Language Models
    Zhaohan Zhang, Ziquan Liu, Ioannis Patras

  • AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction
    Hong Ting Tsang, Jiaxin Bai, Haoyu Huang, Qiao Xiao, Tianshi Zheng, Baixuan Xu, Shujie Liu, Yangqiu Song

  • Understanding Structured Financial Data with LLMs: A Case Study on Fraud Detection
    Xuwei Tan, Yao Ma, Xueru Zhang

  • Gap-K%: Measuring Top-1 Prediction Gap for Detecting Pretraining Data
    Minseo Kwak, Jaehyung Kim

  • Experience Retrieval-Augmentation with Electronic Health Records Enables Accurate Discharge QA
    Justice Ou, Tinglin Huang, Yilun Zhao, Ziyang Yu, Peiqing Lu, Yifei Shen, Rex Ying

  • Are they lovers or friends? Evaluating LLMs’ Social Reasoning in English and Korean Dialogues
    Eunsu Kim, Junyeong Park, Juhyun Oh, Kiwoong Park, Seyoung Song, A. Seza Doğruöz, Alice Oh, Najoung Kim

  • SAIR-Comb : A Structure-Aware Iterative Refinement Framework for Combinatorics Autoformalization
    Weijie Jiang, Gaolei He, Beibei Xiong, Jianlin Wang, Zhengfeng Yang

  • Stop Hardening Everything: A Training-Free Neuron-Level Defense for Neural Ranking Models
    Yu-An Liu, Ruqing Zhang, Hongru Song, Jiafeng Guo, Yixing Fan, Xueqi Cheng

  • TED-TTS: Training-Free Intra-Utterance Emotion and Duration Control for Text-to-Speech Synthesis
    Qifan Liang, Yuansen Liu, Ruixin Wei, Nan Lu, Junchuan Zhao, Ye Wang

  • VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck
    Feiran Zhang, Yixin Wu, Zhenghua Wang, Xiaohua Wang, Changze Lv, Xuanjing Huang, Xiaoqing Zheng

  • Detoxification for LLM: From Dataset Itself
    Wei Shao, Yihang Wang, Gaoyu zhu, Ziqiang Cheng, Lei Yu, Jiafeng Guo, Xueqi Cheng

  • When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning
    Yang Xiang, Yixin Ji, Ruotao Xu, Dan Qiao, Zheming Yang, Juntao Li, Min Zhang

  • Instant Personalized Large Language Model Adaptation via Hypernetwork
    Zhaoxuan Tan, Zixuan Zhang, Haoyang Wen, Zheng Li, Rongzhi Zhang, Pei Chen, Fengran Mo, Zheyuan Liu, Qingkai Zeng, Qingyu Yin, Meng Jiang

  • From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation
    Zezhou Wang, Ziyun Zhang, Xiaoyi Zhang, Zhuzhong Qian, Yan Lu

  • Safeguarding LLM Fine-tuning via Push-Pull Distributional Alignment
    Haozhong Wang

  • I²B-LPO: Latent Policy Optimization via Iterative Information Bottleneck
    Huilin Deng, Hongchen Luo, Yue Zhu, Long Li, Zhuoyue Chen, Xinghao Zhao, Ming Li, Chuyang Zhao, Jihai Zhang, MengChang Wang, Yang Cao, Yu Kang

  • What Do Prosody and Text Convey? Characterizing How Meaningful Information is Distributed Across Multiple Channels
    Aditya Yadavalli, Tiago Pimentel, Tamar Regev, Ethan Wilcox, Alex Warstadt

  • Right at My Level: A Unified Multilingual Framework for Proficiency-Aware Text Simplification
    Jinhong Jeong, Junghun Park, Youngjae Yu

  • See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video LLMs
    Yicheng Ji, Jun Zhang, Jinpeng Chen, Cong Wang, Lidan Shou, Gang Chen, Huan Li

  • LaoBench: A Large-Scale Multidimensional Lao Benchmark for Large Language Models
    Jian Gao, Richeng Xuan, Zhaolu Kang, Dingshi Liao, Wenxin Huang, Zongmou Huang, Yangdi Xu, Bowen Qin, Zheqi He, Xi Yang, Changjin Li, Yonghua Lin

  • Gradient-Guided Multi-Judge Prompt Optimization
    ChenZhuo Zhao, Xinda Wang, Pu Zhao, Yue Huang, Junting Lu, Ziqian Liu, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang

  • ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering
    Xiaoke Guo, Songze Li, Zhiqiang Liu, Zhaoyan Gong, Yuanxiang Liu, Huajun Chen, Wen Zhang

  • DEBAR: Mitigating Contextual Bias in Cross-Document Relation Extraction via Dual-Stream Decoupling
    Zhixuan Yang, Fu Zhang, Huangming Xu, Jingwei Cheng

  • IF-RewardBench: Benchmarking Judge Models for Instruction-Following Evaluation
    Bosi Wen, Yilin Niu, Cunxiang Wang, Xiaoying Ling, Ying Zhang, Pei Ke, Hongning Wang, Minlie Huang

  • LegalChainReasoner: Grounding Criminal Judicial Opinion Generation via Structured Legal Chains
    Weizhe Shi, Qiqi Wang, Yihong Pan, Qian Liu, Kaiqi Zhao

  • InsideOut: Measuring and Mitigating Insider–Outsider Bias in Interview Script Generation
    Yixin Wan, Xingrun Chen, Kai-Wei Chang

  • Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning
    Ziqing Zhuang, Linhai Zhang, Jiasheng Si, Deyu Zhou, Yulan He

  • Mnemis: Dual-Route Retrieval on Hierarchical Graphs for Long-Term LLM Memory
    Zihao Tang, Xin Yu, Ziyu Xiao, Zengxuan Wen, Zelin Li, Jiaxi Zhou, Hualei Wang, Haohua Wang, Haizhen Huang, Weiwei Deng, Feng Sun, Qi Zhang

  • Consolidation or Adaptation? PRISM: Disentangling SFT and RL Data via Gradient Concentration
    Yang Zhao, Yangou Ouyang, Xiao Ding, Hepeng Wang, Bibo Cai, Kai Xiong, Jinglong Gao, Zhouhao Sun, Li Du, Bing Qin, Ting Liu

  • ADVICE: Answer-Dependent Verbalized Confidence Estimation
    KiJung Seo, Sehun Lim, Taeuk Kim

  • Powering Verifiable Learning via Automated Evolutionary Data Synthesis
    He Du, Bowen Li, Aijun Yang, Siyang He, Qipeng Guo, Kai Chen, Dacheng Tao

  • SPARK: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning
    Jinyang Wu, Shuo Yang, Yuhao Shen, Shuai Zhang, Zhengqi Wen, Jianhua Tao

  • Scaling Laws for Code: A More Data-Hungry Regime
    Xianzhen Luo, Wenzhen Zheng, Qingfu Zhu, Rongyi Zhang, Houyi Li, Siming Huang, YuanTao Fan, Wanxiang Che

  • When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables
    Shenghao Ye, Yu Guo, Dong Jin, Yuxiang Wang, Yikai Shen, Yunpeng Hou, Shuangwu Chen, Jian Yang, Xiaofeng Jiang

  • VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training
    Dingwei Zhu, Shihan Dou, Zhiheng Xi, Senjie Jin, Guoqiang Zhang, Jiazheng Zhang, Junjie Ye, Mingxu Chai, Enyu Zhou, Ming Zhang, Yuhui Wang, Caishuang Huang, Chenhao Huang, Yunke Zhang, Yuran Wang, Tao Gui, Qi Zhang, Xipeng Qiu, Xuanjing Huang

  • Taming Actor-Observer Asymmetry in Agents via Dialectical Alignment
    Bobo Li, Rui Wu, Zibo Ji, Meishan Zhang, Hao Fei, Min Zhang, Mong-Li Lee, Wynne Hsu

  • Knowledge Beyond Language: Bridging the Gap in Multilingual Machine Unlearning Evaluation
    Kyomin Hwang, Hyeonjin Kim, Sangyeon Cho, Nojun Kwak

  • AT²PO: Agentic Turn-based Policy Optimization via Tree Search
    Zefang Zong, Dingwei Chen, Yang Li, Qi Yi, Bo Zhou, Chengming Li, Bo Qian, Peng Chen, Jie Jiang

  • SecureVibeBench: Benchmarking Secure Vibe Coding of AI Agents via Reconstructing Vulnerability-Introducing Scenarios
    Junkai Chen, Huihui Huang, Yunbo Lyu, Junwen An, Jieke Shi, Chengran Yang, Ting Zhang, Haoye Tian, Yikun Li, Zhenhao Li, Xin Zhou, Xing Hu, David Lo

  • Text-Guided Multi-Scale Frequency Representation Adaptation
    Weicai Yan, Xinhua Ma, Wang Lin, Tao Jin

  • ADAPT: Benchmarking Commonsense Planning under Unspecified Affordance Constraints
    Pei-An Chen, Yong-Ching Liang, Jia-Fong Yeh, Hung-Ting Su, Yi-Ting Chen, Min Sun, Winston H. Hsu

  • GeoRA: Geometry-Aware Low-Rank Adaptation for RLVR
    Jiaying Zhang, Lei Shi, Jiguo Li, Jun Xu, Jiuchong Gao, Jinghua Hao, Renqing He

  • KoCo: Conditioning Language Model Pre-training on Knowledge Coordinates
    Yudong Li, Jiawei Cai, Linlin Shen

  • Truth or Sophistry? LoFa: A Benchmark for LLM Robustness Against Logical Fallacies
    Xudong Shen, Li Yuan, Ye Chen, Xin Wu, Yi Cai, Zhiyong Wu

  • Merging Triggers, Breaking Backdoors: Defensive Poisoning for Instruction-Tuned Language Models
    San Kim, Gary Lee

  • SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning
    Zhengyang Ai, Zikang Shan, Xiaodong Ai, Jingxian Tang, Hangkai Hu, Pinyan Lu

  • Looking Beyond the One: Operationalizing and Eliciting Visual Ambiguity in VLLMs
    Yuchong Chen, Bowei Zou, Yuhan Chen, Yifan Fan, Xinyu Li, Shujun Cao, Yu Hong

  • JanusMM: A Benchmark for Self-Deprecation Understanding in Real-World Multimodal Conversations
    Xinyi Xu, Bingguang Hao, Yongyi Xiong, Zimo Chen, Xinchen Liu, Hongxin Guo, xuelong Wang, Silin Zhou, Shihan Dou

  • Attention as Selector: Unlocking VLM Attention for Long Document Page Retrieval
    Minfeng Zhu, Linxin Bao, Wei Chen, Linchao Zhu

  • LAMCL: A Length-aware Momentum Contrastive Learning Framework for Multiscale Machine-Revised Text Detection
    Bing Zhou, Zhe Huang, Shilei Tan, Kai Zhao, Yongcheng Zhou

  • Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models
    Jiahuan Zhang, Shunwen Bai, Tianheng Wang, Kaiwen Guo, Zijia Song, Hanqing Wu, Guozheng Rao, Kai Han, Kaicheng Yu

  • Safe-FedLLM: Delving into the Safety of Federated Large Language Models
    Mingxiang Tao, Yu Tian, Wenxuan Tu, Yue Yang, Xue Yang, Xiangyan Tang

  • TEMA: Anchor the Image, Follow the Text for Multi-Modification Composed Image Retrieval
    Zixu Li, Yupeng Hu, Zhiheng Fu, Zhiwei Chen, Yongqi Li, Liqiang Nie

  • ImCoref-CeS: An Improved Lightweight Pipeline for Coreference Resolution with LLM-based Checker-Splitter Refinement
    Kangyang Luo, Yuzhuo Bai, Shuzheng Si, Cheng Gao, Zhitong Wang, Yingli Shen, Wenhao Li, Zhu Liu, Yufeng Han, Jiayi Wu, Cunliang Kong, Maosong Sun

  • When Efficiency Meets Safety: A Benchmark Security Analysis of KV Cache Compression in Large Language Models
    Xiaoxiao Ma, Goofing Gao, Zeyi Lu, Wenxi Jiang, Hao Fang, Hao WuBin Chen, Shutao Xia

  • WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models
    Rui Wang, Ce Zhang, Jun-Yu Ma, Jianshu Zhang, Hongru WANG, Yi Chen, Boyang XUE, Tianqing Fang, Zhisong Zhang, Hongming Zhang, Haitao Mi, Dong Yu, Kam-Fai Wong

  • SEARL: Joint Optimization of Policy and Tool Graph Memory for Self-Evolving Agents
    Xinshun Feng, Xinhao Song, Lijun Li, Gongshen Liu, Jing Shao

  • Good Arguments Against the People Pleasers: How Reasoning Mitigates (Yet Masks) LLM Sycophancy
    Zhaoxin Feng, Zheng CHEN, Jianfei Ma, Yip Tin Po, Emmanuele Chersoni, Bo Li

  • Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment
    Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee

  • FoE: Forest of Errors Makes the First Solution the Best in Large Reasoning Models
    Kehan Jiang, Haonan Dong, Zhaolu Kang, Zhengzhou Zhu, Guojie Song

  • Lingua-Graph: A Unified Representation of Cross-Task Common Substructures for Analytic Language Processing
    Mingming Sun, Runze Jiang, Zhu zhangchenxi, Minlong Peng, Yunfeng Cai

  • Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models
    Tianle Chen, Pengyu Cheng, Qiyuan Zhu, Jiacheng Wang, Bei Liu, Hao Gu, Ruijie Shen, Xiaofeng Hou, Sirui Han, Jiacheng Liu

  • AAPO: Enhancing the Reasoning Capabilities of LLMs with Advantage Margin
    Jian Xiong, Jingbo Zhou, Jingyong Ye, Qiang Huang, Dejing Dou

  • Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning
    Ziheng Li, Liu Kang, Feng Xiao, Luxi Xing, Qingyi Si, Zhuoran Li, Weikang Gong, Deqing Yang, Yanghua Xiao, Hongcheng Guo

  • Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting
    Jinhu Fu, Yan Bai, Longzhu He, Yihang Lou, Yanxiao Zhao, Li Sun, Sen Su

  • BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers?
    Fengqing Jiang, Yichen Feng, Yuetai Li, Luyao Niu, Basel Alomair, Radha Poovendran

  • DFAMS: Dynamic-flow guided Federated Alignment based Multi-prototype Search
    Zhibang Yang, Xinke Jiang, Rihong Qiu, Ruiqing Li, Yihang Zhang, Yue Fang, Yongxin Xu, Hongxin Ding, Xu Chu, Junfeng Zhao, Yasha Wang

  • PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning
    Rongchuan Mu, Zexin Wang, Qianyu Wang, MingHua Ma, Zekun Wang, Ming Liu, Bing Qin

  • GeoLaux: A Benchmark for Evaluating MLLMs’ Geometry Performance on Long-Step Problems Requiring Auxiliary Lines
    Yumeng Fu, Jiayin Zhu, Lingling Zhang, Wenjun Wu, Bo Zhao, Shaoxuan Ma, Yushun Zhang, Jun Liu

  • Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering
    Qiming Li, Xiaocheng Feng, Yixuan Ma, Ruihan Chen, Zihe Tong, Zekai Ye, Xiachong Feng, Libo Qin, Haoyu Ren, Kun Chen, Yunfei Lu, Dandan Tu, Bing Qin

  • Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering
    Qiming Li, Xiaocheng Feng, Yixuan Ma, Ruihan Chen, Zihe Tong, Zekai Ye, Xiachong Feng, Libo Qin, Haoyu Ren, Kun Chen, Yunfei Lu, Dandan Tu, Bing Qin

  • Into the Gray Zone: Domain Contexts Can Blur LLM Safety Boundaries
    Ki Sen Hung, Xi Yang, Chang Liu, Haoran Li, Kejiang Chen, Changxuan Fan, Tsun On Kwok, Weiming Zhang, Xiaomeng Li, Yangqiu Song

  • MED-COREASONER: Reducing Language Disparities in Medical Reasoning via Language-Informed Co-Reasoning
    Fan Gao, Sherry T. Tong, Jiwoong Sohn, Jiahao Huang, Junfeng Jiang, Ding Xia, Piyalitt Ittichaiwong, Kanyakorn Veerakanjana, Hyunjae Kim, Qingyu Chen, Edison Marrese-Taylor, Kazuma Kobayashi, Akiko Aizawa, Irene Li

  • Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning
    Chongyuan Dai, Jinpeng Hu, Hongchang Shi, Zhuo Li, Dan Guo, Xun Yang, Meng Wang

  • Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement
    Zhenxin Qin, Qiang Li, Qingzhuo Wang, Ruiyang Qin, Zhihua Wei, Wen Shen

  • Agentic Oversight via Dialectic Reasoning
    Leonardo Ranaldi, Federico Ranaldi

  • FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning
    Yujie Feng, Hao Wang, Jian Li, Xu Chu, Zhaolu Kang, Yiran Liu, Yasha Wang, Philip S. Yu, Xiao-Ming Wu

  • CharTide: Data-Centric Chart-to-Code Generation via Tri-Perspective Tuning and Inquiry-Driven Evolution
    Xiangxi Zheng, Kuang He, Jiayi Hu, Ping Yu, Rui Yan, Yuan Yao, Peng Hou, Anxiang Zeng, Alex Jinpeng Wang

  • PRISP: Privacy-Safe Few-Shot Personalization via Lightweight Adaptation
    Junho Park, Dohoon Kim, Taesup Moon

  • IF-CRITIC: Towards a Fine-Grained LLM Critic for Instruction-Following Evaluation
    Bosi Wen, Yilin Niu, Cunxiang Wang, Pei Ke, Xiaoying Ling, Ying Zhang, Aohan Zeng, Hongning Wang, Minlie Huang

  • Know Your Place: Diagnosing Implicit Social Adaptation Failures in Chinese Large Language Models
    Yu Tian, Jie Xing, Ziming Li, Jiang Li, Zehua Duo, Tian Lan, Xu Liu, Guanglai Gao, Xiangdong Su

  • Agent Newsroom: Efficient Chronological Report Generation via Dynamic Multi-Agent Collaboration
    Zhenhua Wang, Chunlei Wang, Yue Geng, Bang Wang

  • Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents
    Yifei Li, Weidong Guo, Lingling Zhang, Rongman Xu, Muye Huang, Hui Liu, Lijiao Xu, Yu Xu, Jun Liu

  • CUB: Benchmarking Context Utilisation Techniques for Language Models
    Lovisa Hagström, Youna Kim, Haeun Yu, Sang-goo Lee, Richard Johansson, Hyunsoo Cho, Isabelle Augenstein

  • VLN-NF: Feasibility-Aware Vision-and-Language Navigation with False-Premise Instructions
    Hung-Ting Su, Ting-Jun Wang, Jia-Fong Yeh, Min Sun, Winston H. Hsu

  • NiuTrans.LMT: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs
    Yingfeng Luo, Ziqiang Xu, Yuxuan Ouyang, MuRun Yang, DingYang Lin, Kaiyan Chang, Tong Zheng, Bei Li, Peinan Feng, Quan Du, Tong Xiao, JingBo Zhu

  • ChipSeek: Optimizing Verilog Generation via EDA-Integrated Reinforcement Learning
    Zhirong Chen, Kaiyan Chang, Zhuolin Li, Cangyuan Li, Xinyang He, Chujie Chen, Mengdi Wang, Haobo Xu, Yinhe Han, Huawei Li, Ying Wang

  • MERIT Feedback Elicits Better Bargaining in LLM Negotiators
    Jihwan Oh, Murad Aghazada, Yooju Shin, Se-Young Yun, Taehyeon Kim

  • Collision to Cognition: Hash-Driven Graph Construction for Efficient RAG
    Chuang Zhou, Zheng Yuan, Linhao Luo, Zhaozhuo Xu, Yilin Xiao, Junnan Dong, Siyu An, Di Yin, Xing Sun, Xiao Huang

  • WebSynthesis: World Model-Guided Monte Carlo Tree Search for Efficient WebAgent Trajectory Synthesis
    Yifei Gao, Junhong Ye, Yifan Yang, Jiaqi Wang, Yi Zhang, Zhang Ruichen, Jitao Sang

  • EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention
    Yifan Zhang, Chen Huang, Yueke Zhang, Jiahao Zhang, Toby Jia-Jun Li, Collin McMillan, Kevin Leach, Yu Huang

  • TPA: Next Token Probability Attribution for Detecting Hallucinations in RAG
    Pengqian Lu, Jie Lu, Anjin Liu, Guangquan Zhang

  • GMFL: Efficient Global Masking for Federated LLM Fine-tuning
    Xin Huang, Yan Hu, Yuejiao Gong, Xinglin Zhang

  • AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning
    Yuanfu Sun, kang Li, Dongzhe Fan, Jiajin Liu, Qiaoyu Tan

  • MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge
    Sua Lee, Sanghee Park, Jinbae Im

  • CSPO: Alleviating Reward Ambiguity for Structured Table-to-LaTeX Generation
    Yunfan Yang, Cuiling Lan, Jitao Sang, Yan Lu

  • Chart-MRAG: Benchmarking Multimodal Retrieval Augmented Generation on Chart-based Documents
    Yuming Yang

  • Towards Stable and Effective Reinforcement Learning for Mixture-of-Experts
    Di Zhang, Xun Wu, Shaohan Huang, Lingjie Jiang, Yaru Hao, Li Dong, Zewen Chi, Zhifang Sui, Furu Wei

  • AIRCoder: Adaptive Integration of Multi-dimensional Retrieval for Repository-level Code Completion
    Chuanqi Shi, Miao Gao, Zhiqiang Gao

  • ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding
    Yuhang Li, Chenchen Zhang, Ruilin Lv, Ao Liu, Ken Deng, Yuanxing Zhang, Jiaheng Liu, Bo Zhou

  • SafetyMem: Adaptive Jailbreak Defense via Dual-Component Safety Memory
    Hao Wang, Ziyi Ni, Huacan Wang, Pin Lyu, Lei Sha

  • Enhancing Agentic Textual Graph Retrieval with Synthetic Stepwise Supervision
    Ge Chang, Jinbo Su, Jiacheng Liu, Pengfei Yang, Yuhao Shang, Huiwen Zheng, Hongli Ma, Yan Liang, Yuanchun Li, Yunxin Liu

  • Cognitive Scaffold: From Fluid Context to Crystallized Memory for Long-Horizon DeepResearch Agents
    Qiuyuan Ai, Zenghuang Fu, Zhaoyang Li, Jie Song, Guannan He, Ping Jiang, Haoyu Wu

  • Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languages
    Amir Hossein Yari, Kalmit Kulkarni, Ahmad Raza Khan, Fajri Koto

  • Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion
    Mengxue Yang, Jingming Li, Chun Yang, Jiaqi Zhu, Jiafan Li, Guanhua Zhang, Ying Li

  • Two Pathways to Truthfulness: On the Intrinsic Encoding of LLM Hallucinations
    Wen Luo, Guangyue Peng, Wei Li, Shaohang Wei, Feifan Song, Liang Wang, Nan Yang, Xingxing Zhang, Jing Jin, Furu Wei, Houfeng Wang

  • LLM-ForcedAligner: A Non-Autoregressive and Accurate LLM-Based Forced Aligner for Multilingual and Long-Form Speech
    Bingshen Mu, Xian Shi, Xiong Wang, Hexin Liu, Jin Xu, Lei Xie

  • Forget What Matters, Keep the Rest: Selective Unlearning of Informative Tokens
    Seunghee Koh, Sunghyun Baek, Youngdong Kim, Junmo Kim

  • Latent-Condensed Transformer for Efficient Long Context Modeling
    Zeng You, Yaofo Chen, Qiuwu Chen, Ying Sun, Shuhai Zhang, Yingjian Li, Yaowei Wang, Mingkui Tan

  • MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning
    Zhihui Chen, Kai He, Qingyuan Lei, Bin Pu, Jian Zhang, Yuling Xu, Mengling Feng

  • CrossGuard: Safeguarding MLLMs against Joint-Modal Implicit Malicious Attacks
    Xu Zhang, Hao Li, Zhichao Lu

  • Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation?
    Hyowon Wi, Noseong Park

  • Re³: Relevance & Recency Retrieval for Mitigating Temporal Hallucination
    Jiawei Cao, Jie Ouyang, Mingyue Cheng, Zhaomeng Zhou, Chunli Liu, Yupeng Li, Zirui Liu, Shijin Wang

  • TeCES: Collaborative Geometric Knowledge Representation Framework under Evolving Fact Snapshots
    Jiujiang Guo, Zhengliang Guo, Kai Wang, Meiyang Wang, Dehua Peng, Shaozu Yuan, Chengyin Hu, Shuan Ai, Yiwei Wei

  • MicroC-KT: Modeling Community Effect via Learning Micro-Environment for Evidence-Grounded Explainable Knowledge Tracing
    Zhiyi Duan, Zixing Shi, Bing Jia, Qi Wang

  • ImF: Embedding an Implicit Fingerprint in Your Large Language Models
    Jiaxuan Wu, Wanli Peng, Hang Fu, Xue Yiming, Juan Wen

  • Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning
    Zhaoyan Gong, Zhiqiang Liu, Songze Li, Xiaoke Guo, Yuanxiang Liu, Xinle Deng, Zhizhen Liu, Lei Liang, Huajun Chen, Wen Zhang

  • S2G-RAG: Structured Sufficiency and Gap Judging for Iterative Retrieval-Augmented QA
    Minghan Li, Junjie Zou, Xinxuan Lv, Chao Zhang, Guodong Zhou

  • Jailbreaking Multimodal Large Language Models using Multi-Clip Video
    Choongwon Kang, Seungjong Sun, Hyunmin Jun, Jang Hyun Kim

  • HAG: Hierarchical Demographic Tree-based Agent Generation for Topic-Adaptive Simulation
    Rongxin Chen, Tianyu Wu, Bingbing Xu, JiaTang Luo, Xiucheng Xu, Huawei Shen

  • Stable-RAG: Mitigating Retrieval-Permutation-Induced Hallucinations in Retrieval-Augmented Generation
    Qianchi Zhang, Hainan Zhang, Liang Pang, Hongwei Zheng, Zhiming Zheng

  • From Logical to Computational Sparsity: Structure-Aware Block-Sparse Attention for Long-Code Completion
    Yanli Wang, Yanlin Wang, Bowen Zhang, Yiwei Zhang, Daya Guo, Jiachi Chen, Hongyu Zhang, Zibin Zheng

  • CogEvolve: A Multimodal Benchmark for Evaluating Relational Reasoning in Semantic Extension
    Jingjie Zeng, Huayang Li, Liang Yang, Yuanyuan Sun, Shaowu Zhang, Hongfei Lin

  • Towards Privacy-Preserving Large Language Model: Text-free Inference Through Alignment and Adaptation
    Jeongho Yoon, Chanhee Park, Yongchan Chun, Hyeonseok Moon, Heuiseok Lim

  • Reliable Evaluation Protocol for Low-Precision Retrieval
    Kisu Yang, Yoonna Jang, Hwanseok Jang, Kenneth Choi, Isabelle Augenstein, Heuiseok Lim

  • VisRet: Visualization Improves Knowledge-Intensive Text-to-Image Retrieval
    Di Wu, Yixin Wan, Kai-Wei Chang

  • Selective Knowledge Distillation: Fusing LLM Semantic Strengths with DNN Efficiency for Binary Code Similarity Detection
    Shize Zhou, Peiyu Liu, Lirong Fu, Tong Ye, Wenhai Wang

  • Mixture-of-Experts with Intermediate CTC Supervision for Accented Speech Recognition
    Wonjun Lee, Hyounghun Kim, Gary Lee

  • TransLLM: A Unified Multi-Task Large Language Model for Urban Transportation via Learnable Prompting
    Jiaming Leng, Yunying Bi, Chuan Qin, Zhenya Huang, Bing Yin, Haojie Ren, Yanyong Zhang, Chao Wang

  • CoreCodeBench: Decoupling Code Intelligence via Fine-Grained Repository-Level Tasks
    Lingyue Fu, Hao Guan, Bolun Zhang, Haowei Yuan, Yaoming Zhu, Lin Qiu, ZongYu Wang, Xuezhi Cao, Xunliang Cai, Weiwen Liu, Weinan Zhang, Yong Yu

  • Stop Fixating on Prompts: Reasoning Hijacking and Constraint Tightening for Red-Teaming LLM Agents
    Yanxu Mao, Peipei Liu, Tiehan Cui, Congying Liu, Mingzhe Xing, Datao You

  • Attention Basin: Why Contextual Position Matters in Large Language Models
    Zihao Yi, Zhenqing Ling, Delong Zeng, Haohao Luo, Zhe Xu, Wei Liu, Jian Luan, Wanxia Cao, Ying Shen

  • RRAtention: Dynamic Block Sparse Attention via Per-Head Round-Robin Shifts for Long-Context Inference
    Siran Liu, Guoxia Wang, Sa Wang, Jinle Zeng, Haoyang Xie, Siyu Lou, Jiabin Yang, Dianhai Yu, Haifeng Wang, Chao Yang

  • Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization
    Zixuan Huang, Zhihong Zhu, Xiaolong Liu, Yanchao Hao, Manman Zhang, Zheng Wei, Bowen Xing, Xian Wu, Ye Li, Fen Miao, Yefeng Zheng

  • SAFE-QAQ: End-to-End Slow-Thinking Audio-Text Fraud Detection via Reinforcement Learning
    Peidong Wang, Zhiming Ma, Xin Dai, YongKang Liu, Shi Feng, Xiaocui Yang, Wenxing Hu, Zhihao Wang, Mingjun Pan, Li Yuan, Daling Wang

  • MaDS: Long-Horizon GUI Automation via Synergizing Dual-Layer Memory and Multi-Round Debate
    Pengchen Chen, Shi Chen, Qiming Ye, Xinli Chen, Xinran Li, Wei Xiang

  • CIRAG: Construction–Integration Retrieval and Adaptive Generation for Multi-hop Question Answering
    Zili Wei, Yilin Wang, Xiaocui Yang, Shi Feng, Weidong Bao, Daling Wang, Zihan Wang, Yifei Zhang

  • TinyJudge: Unverifiable Constraint Alignment via Lightweight Specialist Ensembles
    Yirong Zeng, Yufei Liu, Xiao Ding, Yutai Hou, Yuxian Wang, Wu Ning, Haonan Song, Dandan Tu, Qixun Zhang, Yuxiang He, Bibo Cai, Ting Liu

  • Dynamic Infilling Anchors for Format-Constrained Generation in Diffusion Large Language Models
    Boyan Han, Yiwei Wang, Yi Song, Yujun Cai, Chi Zhang

  • Compiling Activation Steering into Weights via Null-Space Constraints for Stealthy Backdoors
    Rui Yin, Tianxu Han, Naen Xu, Changjiang Li, Ping He, Chunyi Zhou, Jun Wang, Zhihui Fu, Tianyu Du, Jinbao Li, Shouling Ji

  • Inhibitory Attacks on Backdoor-based Fingerprinting for Large Language Models
    Hang Fu, Wanli Peng, Yinghan Zhou, Jiaxuan Wu, Juan Wen, Xue Yiming

  • TimeSAF: Towards LLM-Guided Semantic Asynchronous Fusion for Time Series Forecasting
    Fan Zhang, Shiming Fan, Hua Wang

  • Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs
    Wai Man Si, Mingjie Li, Michael Backes, Yang Zhang

  • EQUIP: EQUivariant preserving In-Place updates for Efficient Token Pruning
    Arun Ramachandran, Govindarajan R, Murali Annavaram, Prakash Raghavendra

  • Exons-Detect: Identifying and Amplifying Exonic Tokens via Hidden-State Discrepancy for Robust AI-Generated Text Detection
    Xiaowei Zhu, Yubing Ren, Fang Fang, Shi Wang, Yanan Cao, Li Guo

  • Reasoning Fails Where Step Flow Breaks
    Xiaoyu Xu, Yulan Pan, Xiaosong Yuan, Zhihong Shen, Minghao Su, Yuanhao Su, Xiaofeng Zhang

  • Cat-MoD: Accelerating Multimodal Alignment via Caption Token Guided Asymmetric Mixture-of-Depths
    Yijie Huang, Xiaocui Yang, Shi Feng, Wen Zhang, Kaisong Song, Yifei Zhang, Daling Wang

  • Beyond Scaling: Measuring and Predicting the Upper Bound of Knowledge Retention in Language Model Pre-Training
    Changhao Jiang, Ming Zhang, Yifei Cao, Junjie Ye, Xiaoran Fan, Shihan Dou, Zhiheng Xi, Jiajun Sun, Yi Dong, Yujiong Shen, Jingqi Tong, Baoyu Fan, Tao Gui, Qi Zhang, Xuanjing Huang

  • Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models
    Yan Liu, Feng Zhang, Zhanyu Ma, Jun Xu, Jiuchong Gao, Jinghua Hao, Renqing He, Han Liu, Yangdong Deng

  • TriPlay-RL: Tri-Role Self-Play Reinforcement Learning for LLM Safety Alignment
    Zhewen Tan, Wenhan Yu, Jianfeng Si, Tongxin Liu, Kaiqi Guan, Huiyan Jin, Jiawen Tao, Xiaokun Yuan, Duohe Ma, Lin Sun, Tong Yang, Xiangzheng Zhang

  • Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs
    Hongcheng Liu, Yuhao Wang, Zhe Chen, Pingjie Wang, Zhiyuan Zhu, Yixuan Hou, Yanfeng Wang, Yu Wang

  • Inflated Excellence or True Performance? Rethinking Medical Diagnostic Benchmarks with Dynamic Evaluation
    Xiangxu Zhang, Lei Li, Yanyun Zhou, Xiao Zhou, Yingying Zhang, Xian Wu

  • TrendFact: A Benchmark Towards Hotspot Perception in Automatic Fact-Checking
    Xiaocheng Zhang, Xi Wang, Yifei Lu, Jianing Wang, Zhuangzhuang Ye, Mengjiao Bao, Peng Yan, Xiaohong Su

  • MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction
    Guanglu Sun, Xinyu Liu, Lili Liang, Yu Yang, Fei Lang, Suxia Zhu, Ming Liu

  • When More Words Say Less: Decoupling Length and Specificity in Image Description Evaluation
    Rhea Kapur, Robert Hawkins, Elisa Kreiss

  • ConfSpec: Efficient Step-Level Speculative Reasoning via Confidence-Gated Verification
    Siran Liu, Zane Cao, Yongchao He

  • Personalizing LLMs with Binary Feedback: A Preference-Calibrated Optimization Framework
    Xilai Ma, Liye Zhao, Weijun Yao, Haibing Di, Wenya Wang, Jing Li

  • Localized Low-Rank Adaptation within Clustered Parameter Subspaces
    Jiahao Xiong, Yihe Liu, Xianming Hu, Hongbo Zhao, Nuoyi Chen, Jie Zhang, Kai Zhang

  • SGVEF-LOOP: Coverage-Guided Progressive Topological Exploration and Fact-Grounded Metamorphic Evaluation for MCP Agents
    Zenghao Liu, Yansong Zhang

  • MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis
    Xiao Sun

  • Think Parallax: Solving Multi-Hop Problems via Multi-View Knowledge-Graph-Based Retrieval-Augmented Generation
    Jinliang Liu, Jiale Bai, Shaoning Zeng

  • AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
    Xiping Li, Jianghong Ma

  • Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models
    Shaonan Liu, Guo Yu, Xiaoling Luo, Shiyi Zheng, Jie Liu, Wenting Chen, Linlin Shen

  • Data Pollination: An Emergent Ecological Process Driving AI Population Evolution
    Shufang Xie, Qizhi Pei, Ang Lv, Jingyang Hu, Lijun Wu, Rui Yan

  • Extending First-Order Logic for Factual Reasoning over Knowledge Graphs
    Yuanzhen Hao, Desheng Wu

  • Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning
    Chenyang Shao, Sijian Ren, Fengli Xu, Yong Li

  • Does Memory Need Graphs? A Unified Framework and Empirical Analysis for Long-Term Dialog Memory
    Sen Hu, Yuxiang Wei, Jiaxin Ran, Xueran Han, Zhiyuan Yao, Huacan Wang, Ronghao Chen, Lei Zou

  • False Friends in the Shell: Unveiling the Emoticon Semantic Confusion in Large Language Models
    Weipeng Jiang, Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Chao Shen, Yang Liu

  • DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding
    Dawei Zhu, Rui Meng, Jiefeng Chen, Sujian Li, Tomas Pfister, Jinsung Yoon

  • Stability Implies Redundancy: Delta Attention Selective Halting for Efficient Long-Context Prefilling
    Yujie Chen, Tailai Chen, Yifeng Gao, Zoe Wanying He, Yijue Xu, Shaobo Wang, Linfeng Zhang

  • Beyond Self-Report: Bridging the Intention-Behavior Gap in Critical Thinking Assessment via Interpretable Multi-Agent System
    Zekun Li, Jifan Yu, Haoxuan Li, Ye He, Daniel Zhang-Li, Shangqing Tu, Joy Jia Yin Lim, Yikun Jiang, Jiaxin Yuan, Yu Zhang

  • LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals
    Lihao Sun, Hang Dong, Bo Qiao, Qingwei Lin, Dongmei Zhang, Saravan Rajmohan

  • A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAMΔ Integration into Upcycled MoE
    Hao Zhou, Tianhao Li, Zhijun Wang, Shuaijie She, Linjuan Wu, Hao-Ran Wei, Baosong Yang, Jiajun Chen, Shujian Huang

  • The Evolution of Thought: Tracking LLM Overthinking via Reasoning Dynamics Analysis
    Zihao Wei, Liang Pang, Jiahao Liu, Wenjie Shi, Jingcheng Deng, Shicheng Xu, Zenghao Duan, Jingang Wang, Fei Sun, Huawei Shen, Xueqi Cheng

  • CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection
    Yihan Chen, Jiawei Chen, Guozhao Mo, Xuanang Chen, Ben He, Xianpei Han, Le Sun

  • Can LLMs Estimate Cognitive Complexity of Reading Comprehension Items?
    Seonjeong Hwang, Hyounghun Kim, Gary Lee

  • ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering
    Yindong Zhang, Wenmian Yang, Yiquan Zhang, Weijia Jia

  • Human or LLM as Standardized Patients? A Comparative Study in Medical Education
    Bingquan Zhang, Xiaoxiao Liu, Yuchi Wang, Lei Zhou, Qianqian Xie, Benyou Wang

  • Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs
    Jinhui Chen, Shizhu He, Xingchang Yang, Huanxuan Liao, Yequan Wang, Xiangwen Liao, Wenhao Teng, Kang Liu, Jun Zhao

  • Attention Weights as an Indicator: Analyzing and Improving Document Utilization in Retrieval-Augmented Generation
    Jing Jin, Yuhan Song, Wen Luo, Houfeng Wang

  • Inertia in Moral and Value Judgments of Large Language Models
    Bruce W. Lee, Yeongheon Lee, Hyunsoo Cho

  • LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations
    Viet-Thanh Pham, Lizhen Qu, Thuy-Trang Vu, Gholamreza Haffari, Dinh Phung

  • Enabling Agents to Communicate Entirely in Latent Space
    Zhuoyun Du, Runze Wang, Huiyu Bai, Zouying Cao, Xiaoyong Zhu, Yu Cheng, Bo Zheng, Wei Chen, Haochao Ying

  • DR-Arena: an Automated Evaluation Framework for Deep Research Agents
    Yiwen Gao, Ruochen Zhao, Yang Deng, Wenxuan Zhang

  • Question Tells You Where the Answer Is: Intention-aware Long-Context KV Cache Compression
    Liang Zhao, Xiaocheng Feng, Weihong Zhong, Lei Huang, kun Zhu, Baoxin Wang, Dayong Wu, Guoping Hu, Ting Liu, Bing Qin

  • LADR: Locality-Aware Dynamic Rescue for Efficient Text-to-Image Generation with Diffusion Large Language Models
    Chenglin Wang, Yucheng Zhou, Shuang Chen, Tao Wang, Kai Zhang

  • PACE: Predictive Adaptive Context Extraction for Long-Horizon LLM Agents
    Lei Wei, Xiao Peng, TT, Guannan Zhang, Chenhao Jiang, Hongyu Li, Lanbo Lin, Yuanwu Xu, Jiayao Liu, Kesu Wang, Bin Wang

  • PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning
    Jingcheng Hu, Yinmin Zhang, Shijie Shang, Xiaobo Yang, Yue Peng, Zhewei Huang, Hebin Zhou, Xin Wu, Jie Cheng, Fangi Wan, Xiangwen Kong, Chengyuan Yao, Kaiwen Yan, Ailin Huang, Hongyu Zhou, Qi Han, Zheng Ge, Xiangyu Zhang, Heung-Yeung Shum

  • Draft, Verify, Restore: Self-Refining Historical Inscription Restoration with a Unified MLLM
    Yuyi Zhang, Junle Liu, Peirong Zhang, Jianliang Liu, Zhenhua Yang, Lianwen Jin

  • SAM3-I: Segment Anything with Instructions
    Jingjing Li, Yue Feng, Yuchen Guo, Jincai Huang, Wei Ji, Qi Bi, Yongri Piao, Miao Zhang, Xiaoqi Zhao, Qiang Chen, Shihao Zou, Huchuan Lu, Li Cheng

  • Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning
    Renliang Sun, Wei Cheng, Dawei Li, Haifeng Chen, Wei Wang

  • Improving Long-Context Translation via Self-Supervised Dual Learning
    Shanbo Cheng, Shuaijie She, Yu Bao, Jianbing Zhang, Jiajun Chen, Shujian Huang

  • CaRL-EM: Cost-Aware Reinforcement Learning for Entity Matching with LLMs
    Chaohui Guo, Michel Klein, Zhisheng Huang

  • Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models
    Zirui Song, Qian Jiang, Mingxuan Cui, Mingzhe Li, Lang Gao, Zeyu Zhang, Zixiang Xu, Yanbo Wang, Guanxian Ouyang, Zhenhao Chen, Xiuying Chen

  • When Personalization Legitimizes Risks: Uncovering Safety Vulnerabilities in Personalized Dialogue Agents
    Jiahe Guo, Xiangran Guo, Yulin Hu, Zimo Long, Xingyu Sui, Xuda Zhi, Yongbo Huang, Hao He, Weixiang Zhao, Yanyan Zhao, Bing Qin

  • When Personalization Legitimizes Risks: Uncovering Safety Vulnerabilities in Personalized Dialogue Agents
    Jiahe Guo, Xiangran Guo, Yulin Hu, Zimo Long, Xingyu Sui, Xuda Zhi, Yongbo Huang, Hao He, Weixiang Zhao, Yanyan Zhao, Bing Qin

  • AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment
    Yixuan Wang, Yue Huang, Hong Qian, Yunzhao Wei, Yifei Ding, Wenkai Wang, Zhi Liu, Zhongjing Huang, Aimin Zhou, Jiajun Guo

  • Demystifying Data Organization for Enhanced LLM Training
    Yalun Dai, Yangyu Huang, Tongshen Yang, Yonghan Wang, Xin Zhang, Wenshan Wu, Qihao Zhao, Hao Li, Yuanyuan Gao, Kim-Hui Yap, Scarlett Li

  • Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding
    Dexuan Xu, Jiayin Yuan, Jianing Wang, Yanyuan Chen, Hanpin Wang, Yu Huang

  • When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
    Hongcheng Liu, Pingjie Wang, Yuhao Wang, Siqu Ou, Yanfeng Wang, Yu Wang

  • CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
    Ao Sun, Xiaoyu Wang, Zhe Tan, Yu Li, Jiachen Zhu, Yuheng Jia, Shu Su

  • CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters
    Ao Sun, Xiaoyu Wang, Zhe Tan, Yu Li, Jiachen Zhu, Yuheng Jia, Shu Su

  • Selective Span-Level Unlearning for Large Language Models
    Chaewon Yoon, Dongjun Kim, Hyun-Je Song

  • Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry
    Han Zhang, Zihan Gu, Zhiyuan Wang, Tianyi Ma, Jiacheng Lu, Xinyan Zhang, Yuhao Wei, Cheng Hua

  • A Multi-Agent Framework for Feature-Constrained Difficulty Control in Reading Comprehension Item Generation
    Seonjeong Hwang, Jun Seo, Hyounghun Kim, Gary Lee

  • ToMMeR - Efficient Entity Mention Detection from Large Language Models
    Victor Morand, Nadi Tomeh, Josiane Mothe, Benjamin Piwowarski

  • Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models
    Wangtao Sun, Haotian Xu, Huanxuan Liao, Xuanqing Yu, Zhongtao Jiang, Shizhu He, Jun Zhao, Kang Liu

  • Mitigating Spurious Correlations in Text Classification Using Latent Space Geometry
    Jiasen Gao, Xiaoliang Chen, Duoqian Miao, Xu Gu, Xianyong Li, Yajun Du

  • Efficient Hyperparameter Optimization for LLM Reinforcement Learning
    Minping Chen, Bowen Xiao, Du Liang, Chuxuan Zeng, Zeyi Wen

  • Hetero-Designer: Automated Design of Multi-Agent Systems with Heterogeneous LLMs
    Zhiheng Zhang, Yuanzhe Zhang, Bohan Yu, Daojian Zeng, Kang Liu, Jun Zhao

  • Achieving Multi-Hop Calculation and Safe Abstention in Financial Numerical Reasoning by Metric Graph Constrained LLMs
    Aoyuan Jiang, Liang Hong, Haoxuan Liu, Rui Wang

  • SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization
    Yuncheng Hua, Sion Weatherhead, Mehdi Jafari, Hao Xue, Flora D. Salim

  • SoundBreak: A Systematic Study of Audio-Only Adversarial Attacks on Trimodal Models
    Aafiya Hussain, Gaurav Srivastava, Alvi Ishmam, Zaber Hakim, Chris Thomas

  • Trust Within? Seek Beyond? Knowledge Boundary Aware Policy Optimization for Agentic Search
    Tao Feng, Xinke Jiang, Xinyan Hu, Yonggang Zhang, Zhen Tao, Wentao Zhang, Boyang Liu, Wenhao Jiang, Chao Wu

  • RPC-Bench: A Fine-grained Benchmark for Research Paper Comprehension
    Yelin Chen, Fanjin Zhang, Suping Sun, Yunhe Pang, Yuanchun Wang, Jian Song, Xiaoyan Li, Lei Hou, Shu Zhao, Jie Tang, Juanzi Li

  • FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation
    Xiang Wang, Zongtao Yang, Zhuojian Hong, Shuhao Zhang, Wei Wei

  • CompTab: A Comprehensive Benchmark for Real-World TableQA with Complex Reasoning and Irregular Tables
    Zhen Yang, Wei Du, Jie Wang, Wenze Zhou, Xiangfeng Meng, Zhengyang Wang, Suping Sun, Ziwei Du, Haodong Zou, Jie Chen, Yongbin Liu, Shicheng Tan, Jiahao Ying, Shu Zhao

  • Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding
    Jianzhu Bao, Haozhen Zhang, Kuicai Dong, Bozhi Wu, Sarthak Ketanbhai Modi, Zi Pong Lim, Yon Shin Teo, Wenya Wang

  • Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional Videos
    Kairui Hu, Penghao Wu, Fanyi Pu, Wang Xiao, Xiang Yue, Bo Li, Yuanhan Zhang, Ziwei Liu

  • Semantically Comprehensive Token Pruning in LVLMs via Maximizing Concept Coverage
    Xueting Li, Qi liu, Chenghao Xu, Xu Yang, Guangtao Lyu, Jiahua Li, Cheng Deng

  • OptiCo: Adaptive Distributed Training Optimization via Collaborative Agent Reasoning
    Sheng Chen, Zhe Tang, Weixing Zhang, Fei Yang, Yuanyuan Wang, Tianlin Li, Yang Liu

  • MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
    Zhiyu Shen, Ziming Wu, Fuming Lai, ShaobingLian, Yanghui Rao

  • Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
    Shunian Chen, Xinyuan Xie, Zheshu Chen, Owen Lee, Liyan Zhao, Zhan Su, Qilin Sun, Benyou Wang

  • Probing Semantic Alignment, Lexical Invariance, and Syntactic Influence in LLM Metaphor Processing
    Fengying Ye, Shanshan Wang, Lidia S. Chao, Derek F. Wong

  • MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
    Weikang Shi, Aldrich Yu, Rongyao Fang, Houxing Ren, Ke Wang, Aojun Zhou, Changyao Tian, Xinyu Fu, Yuxuan Hu, Zimu Lu, Linjiang Huang, Si Liu, Rui Liu, Hongsheng Li

  • Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA
    Alberto Testoni, Iacer Calixto

  • Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents
    Zeping Li, Hongru Wang, Yiwen Zhao, Guanhua Chen, Yixia Li, Keyang Chen, Yixin Cao, Guangnan Ye, Hongfeng Chai, Zhenfei Yin

  • Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion
    Zhiqiang Liu, Yichi Zhang, Mengshu Sun, Lei Liang, Wen Zhang

  • LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight
    Yu-Zheng Lin, Bono Po-Jen Shih, John Paul Martin Encinas, Elizabeth Victoria Achom, Karan Patel, Jesus Horacio Pacheco, Sicong Shao, Jyotikrishna Dass, Soheil Salehi, Pratik Satam

  • Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages
    Gerrit Quaremba, Amy Rechkemmer, Elizabeth Black, Denny Vrandecic, Elena Simperl

  • Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards
    Raffaele Pisano, Roberto Navigli

  • UniSonate: A Unified Model for Speech, Music, and Sound Effect Generation with Text Instructions
    Chunyu Qiang, Xiaopeng Wang, Kang Yin, Yuzhe Liang, Yuxin Guo, Ziyu Zhang, Teng Ma, Tianrui Wang, Cheng Gong, Yushen CHEN, Ruibo Fu, Longbiao Wang, Jianwu Dang

  • AgentAsk: Multi-Agent Systems Need to Ask
    Bohan Lin, Kuo Yang, Zelin Tan, Yingchuan Lai, Chen Zhang, Guibin Zhang, Xinlei Yu, Miao Yu, Xu Wang, Yudong Zhang, Yang Wang

  • HopWeaver: Cross-Document Synthesis of High-Quality and Authentic Multi-Hop Questions
    Zhiyu Shen, Jiyuan Liu, Yunhe Pang, Yanghui Rao, Fu Lee Wang, Jianxing Yu

  • REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once
    Zhuoshi Pan, Qizhi Pei, Yu Li, Zinan Tang, Qiyao Sun, H. Vicky Zhao, Conghui He, Lijun Wu

  • You Can Have a Second Chance: Unbiased and Multi-bit Watermarking for Diffusion Language Models with Regret-based Remasking
    Ke Yang, Dongyang Liang, Jing Yu, Shuguang Yuan, Chi Chen

  • VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision
    Xuan Gong, Senmiao Wang, Hanbo Huang, Ruoyu Sun, Shiyu Liang

  • MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution
    Libo Sun, Jiwen Zhang, Siyuan Wang, Zhongyu Wei

  • VLN-MME: Diagnosing MLLMs as Language-guided Visual Navigation Agents
    Xunyi Zhao, Gengze Zhou, Qi Wu

  • ImplicitMemBench: Measuring Unconscious Behavioral Adaptation in Large Language Models
    Chonghan Qin, Xiachong Feng, Weitao Ma, Xiaocheng Feng, Lingpeng Kong

  • Semantic Hardness Is Not Visual Hardness: Sign-Aware Hard Negative Mining for Sign Language Retrieval
    Junmyeong Lee, Chan Hur, Changsu Choi, Sukmin Cho, Fitsum Gaim, Eui Jun Hwang, Hoyun Song, KyungTae Lim

  • Difference in Task Performance on Sparse Speech Representations
    Wenjie Peng, Chen Chen, Thomas Hain

  • VerilogLAVD: LLM-Aided Pattern Generation for Verilog CWE Detection
    Xiang Long, Yingjie Xia, Li Kuang, Yao Wan

  • Temporal Sampling for Forgotten Reasoning in LLMs
    Yuetai Li, Zhangchen Xu, Fengqing Jiang, Bhaskar Ramasubramanian, Luyao Niu, Bill Yuchen Lin, Xiang Yue, Radha Poovendran

  • Conflict-Aware Memory for Embodied Agents: Enhancing Vector Data Quality via Detection Rules
    Kexin Ma, Haotian Wang, Shenglin Chen, Yishuai Cai, Huangyu, Ruochun Jin

  • Benchmarking Deflection and Hallucination in Large Vision-Language Models
    Nicholas Moratelli, Christopher Davis, Leonardo F. R. Ribeiro, Bill Byrne, Gonzalo Iglesias

  • STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training
    Qiuyi Qi, Tian Liang, Mutian Bao, Jinjian Zhang, Dongnan Liu, Wei Zhou, Linjian Mo, Ming Kong, Jie Liu, Feng Zhang, Qiang Zhu

  • Read As Human: Compressing Context via Parallelizable Close Reading and Skimming
    Jiwei Tang, Shilei Liu, Zhicheng Zhang, Qingsong Lv, Runsong Zhao, Tingwei Lu, Langming Liu, Haibin Chen, Yujin Yuan, Hai-Tao Zheng, Wenbo Su, Bo Zheng

  • OASIS: Mitigating Harmful Fine-tuning Attacks on LLMs via Orthogonal and Adaptive Safety Alignment Strategy
    Jiayu Tang, Guowei Peng, Qiuhao Xie, Yuning Yang, Xiurui Xie, Guisong Liu

  • KoCo-Bench: Can Large Language Models Leverage Domain Knowledge in Software Development?
    Xue Jiang, Ge Li, Jiaru Qian, Xianjie Shi, Chenjie Li, Hao Zhu, Ziyu Wang, Jielun Zhang, Zheyu Zhao, Kechi Zhang, Jia Li, Wenpin Jiao, Zhi Jin, Yihong Dong

  • Enhancing Two Steps Textual Anomaly Detection through Anisotropy Mitigation
    Pierre Fihey, Matthieu Labeau, Pavlo Mozharovskyi

  • InfiniteWeb: Scalable Web Environment Synthesis for GUI Agent Training
    Ziyun Zhang, Zezhou Wang, Xiaoyi Zhang, Zongyu Guo, Jiahao Li, Bin Li, Yan Lu

  • MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs
    Tang Da Huang, Weidong Tang, Wen Qi Xu, Xianpeng Guo

  • Bloom-Eval: A Hierarchical Evaluation Benchmark for Automatic Survey Generation Based on Bloom’s Taxonomy
    Fei Zhang, Zhe Zhao, Haibin Wen, Tianshuo Wei, Zaixi Zhang, Chao Yang, Ye Wei

  • Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
    Yuchen Zhang, Yaxiong Wang, Kecheng Han, Yujiao Wu, Lianwei Wu, Li Zhu, Zhedong Zheng

  • Fair-CCD: Mitigating Bias in Large Language Models for Tabular Classification Through Context-Contrastive Decoding
    Donghan Liu, Han Sun, Zhaohui Wang, Qin Li, Min Zhang

  • DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling
    Di Liu, Zheng Fang, Bin Wu

  • GenesisFunc: Multi-Agent Data Generation for Accurate and Generalizable Function-Calling
    Hao-Xiang Xu, Chong Deng, Jiaqing Liu, Wen Wang, Qian Chen, Lujia Bao, Xiangang Li, Zhen-Hua Ling

  • Selective Test-Time Debiasing for CLIP via Reward Gating
    Jaeho Han, Jisoo Yang, Hyeondong Woo, Mingyu Jeon, Sunjae Yoon, Junyeong Kim

  • CURE: Critique-Driven Unified Reinforcement Learning for Test-Time Self-Improvement
    Guirong Chen, Shuqi Ye, Wenkai Yang, Shiqi Shen, Guangyao Shen, Yankai Lin

  • LGSA: Label Geometry Structuring and Aligning for Hierarchical Text Classification
    Shuai Zhang, Weibo Xu, Jiahao Nie, Kecheng Huang

  • FactVerse: A Benchmark for Factual Consistency in Interleaved Image–Text Generation
    Yubo Shan, Kun Zhang, Qiming Xu, Liping Cao, Yingying Cao, Jian Zhang, Yu Wang, Jingyuan Li, Yuanzhuo Wang

  • GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment
    Jiwei Tang, Zhicheng Zhang, Shunlong Wu, Jingheng Ye, Lichen Bai, Zitai Wang, Tingwei Lu, Lin Hai, Yiming Zhao, Hai-Tao Zheng, Hong-Gee Kim

  • SpidR-Adapt: A Universal Speech Representation Model for Few-Shot Adaptation
    Mahi Luthra, Jiayi Shen, Maxime Poli, Angelo Ortiz Tandazo, Yosuke Higuchi, Youssef Benchekroun, Martin Gleize, Charles-Eric Saint-James, Dongyan Lin, Phillip Rust, Angel Villar, Surya Parimi, Vanessa Stark, Rashel Moritz, Juan Pino, Yann LeCun, Emmanuel Dupoux

  • EIFFEL: a novel benchmark to measure bias of English heavy training on French idiomatic expressions
    Charlotte Noel, Nicholas Asher, Olivier Gouvert, Farah Benamara, Julie Hunter

  • Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models
    Zhiwen Luo, Siyu Jiang, Weilong Jiang, Kun He

  • From Knowing to Teaching: Scaffolding Pedagogical Decisions for LLM Agent
    Yucheng Wang, Shen Yang, Jifan Yu, Haoxuan Li, Joy Jia Yin Lim, Daniel Zhang-Li, Huiqin LIU, Lei Hou, Juanzi Li, Bin Xu

  • Learn Like Humans: Use Meta-cognitive Reflection for Efficient Self-Improvement
    Xinmeng Hou, Bohao Qu, Wuqi Wang, Peiliang Gong, Qing Guo, Yang Liu

  • Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding
    Fan Liu, Yanhao Wang, Min Zhang, Zhikang Chen, Zeyuan Li, Lewei He, Jiahui Pan

  • AEA: Adaptive Expert Allocation Improves Sentence Embeddings from Mixture-of-Experts LLM
    Shufan Yang, Zifeng Cheng, Zhiwei Jiang, Qingfeng Qi, Yafeng Yin, Cong Wang, Ao Zhou, Qing Gu

  • It’s High Time: A Survey of Temporal Question Answering
    Bhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari, Avishek Anand, Adam Jatowt

  • SDAR-VL: Stable and Efficient Block-wise Diffusion for Vision-Language Understanding
    Shuang Cheng, Yuhua Jiang, Zineng Zhou, Dawei Liu, Tao Wang, Linfeng Zhang, Biqing Qi, Bowen Zhou

  • N-GLARE: An Non-Generative Latent Representation-Efficient LLM Safety Evaluator
    Zheyu Lin, Jirui Yang, Yukui Qiu, Hengqi Guo, Yubing Bao, Yao Guan

  • Don’t Act Blindly: Robust GUI Automation via Action-Effect Verification and Self-Correction
    Yuzhe Zhang, Xianwei Xue, Xingyong Wu, Mengke Chen, Chen Liu, Xinran He, Run Shao, Feiran Liu, Huanmin Xu, Qiutong Pan, Haiwei Wang

  • Beyond Static Persona Consistency: Dynamic Persona Coherence in LLM Role-Playing
    Yirui Qi, Xiaoming Zhang, Ruilin Zeng, Mengyao Liu, Ziyi Zhou, Dezhuang Miao, Bingyu Yan, Zhenyu Guan

  • What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time
    Dong Yan, Jian Liang, Yanbo Wang, Shuo Lu, Ran He, Tieniu Tan

  • Exploring and Distilling Multi-Dimensional Clues for Interpretable Social Bot Detection
    Yi Han, Haiqi Lu, Lizi Liao, Shuhan Zhou, Yuanxing Liu, Weinan Zhang, Ting Liu

  • Why Are We Moral? An LLM-based Agent Simulation Approach to the Study of Moral Evolution
    Zhou Ziheng, Huacong Tang

  • Systematicity between Forms and Meanings across Languages Supports Efficient Communication
    Doreen Osmelak, Yang Xu, Michael Hahn, Kate McCurdy

  • On the (In-)Security of the Shuffling Defense in the Transformer Secure Inference
    Zhengyi Li, Yakai Wang, Jingwen Leng, Kang Yang, Yu Yu, Jiaping Gui, Yu Feng, Ning Liu, Minyi Guo

  • LaCo: Layer-wise Compensation for Pruned Large Language Models
    Yingen Liu, Fan Wu, Xuyan Pan, Ruihui Li, Zhuo Tang, Kenli Li

  • QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization
    Changxin Ke, Rui Zhang, Jiaming Guo, Yuanbo Wen, Li Ding, Shuo Wang, Xuyuan Zhu, Xiong Peng, Di Huang, Zidong Du, Xing Hu, Qi Guo, Yunji Chen

  • Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs
    Guy Mor-Lan, Omer Goldman, Matan Eyal, Adi Mayrav Gilady, Sivan Eiger, Idan Szpektor, Avinatan Hassidim, Yossi Matias, Reut Tsarfaty

  • Incorporating Temporal Coherence to Cross-Document Event Coreference Resolution
    Xinyu Chen, Peifeng Li, Qiaoming Zhu

  • LLMs in Sarcasm Detection? It’s elementary! (Or is it?)
    Priyanshu Mahato, Aniket Santosh Mishra, Kripabandhu Ghosh

  • Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
    Xiang Cheng, Yulan Hu, Xiangwen Zhang, Lu Xu, Lide Tan, Zheng Pan, Xin Li, Yong Liu

  • TLoRA: Task-aware Low Rank Adaptation of Large Language Models
    Weicheng Lin, Yi Zhang, Jiawei Dang, Liang-Jie Zhang

  • DIXITWORLD: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay
    Yunxiang Mo, Tianshi Zheng, Qing Zong, Jiayu Liu, Baixuan Xu, Yauwai Yim, Chunkit Chan, Jiaxin Bai, Yangqiu Song

  • MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation
    Dawei Wang, Di Zhao, Xinyuan Liu, Marci Chi Ma, Xiaoyang Liu, Chengming Zhou, Gary Ushaw, Richard Davison

  • Persona-E²: A Human-Grounded Dataset for Personality-Shaped Emotional Responses to Textual Events
    Yuqin Yang, Haowu Zhou, Haoran Tu, Zhiwen Hui, Shiqi Yan, HaoYang Li, Dong She, Xianrong Yao, Yang Gao, Zhanpeng Jin

  • Interleaved Latent Visual Reasoning with Selective Perceptual Modeling
    Shuai Dong, Siyuan Wang, Xingyu Liu, Chenglin Li, Haowen Hou, Zhongyu Wei

  • Think before Go: Hierarchical Reasoning for Image-goal Navigation
    Pengna Li, Kangyi Wu, Shaoqing Xu, Fang Li, Lin Zhao, Long Chen, Zhi-Xin Yang, Nanning Zheng

  • LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction
    Donghyun Kim, Hyeongjun Yang, Seokju Hwang, Kyong-Ho Lee, Chanhee Lee

  • SILO-BENCH: A Scalable Environment for Evaluating Distributed Coordination in Multi-Agent LLM Systems
    Yuzhe Zhang, Feiran Liu, Yi Shan, Xinyi Huang, Xin Yang, Yueqi Zhu, Xuxin Cheng, Cao Liu, Ke Zeng, Terry Jingchen Zhang, Wenyuan Jiang

  • Mitigating Structural Knowledge Collapse in Domain-Specific LLMs via Morpheme-Aware KV-Aggregation
    Yuxuan Si, Zheqi Lv, Chengxi Zang, Zhengyu Chen, Fei Wu

  • Zero-shot Jianzi Recognition as Structured Visual Information Extraction in Open Compositional Symbolic Systems
    Zehan Li, Fu Zhang, Zhijun Liu, Jingwei Cheng

  • Whose Facts Win? LLM Source Preferences under Knowledge Conflicts
    Jakob Schuster, Vagrant Gautam, Katja Markert

  • CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts
    Jiuheng Lin, Cong Jiang, Zirui Wu, Jiarui Sun, Yansong Feng

  • EGSS: Entropy-guided Stepwise Scaling for Reliable Software Engineering
    Chenhui Mao, Yuanting Lei, Zhixiang Wei, Ming Liang, Zhixiang Wang, Jingxuan Xu, Dajun Chen, Wei Jiang, Yong Li

  • Detecting What Queries Seek: Steering LLM Safety with FFN Output Activation Monitoring
    Xiaohao Luo, Ying Wei, Rui Zhao

  • Temporal Evidence Chain for Temporal Knowledge Graph Question Answering with Large Language Models
    Shihao Liu, Xiaofei Zhou, Bo Wang, Geyuan Zhang

  • UERLens: Understanding Event Relations in Large Language Models
    Yong Guan, Zhiyuan Li, Shaoru Guo

  • Modal Dependency Parsing as Structured Prediction over Source-Cue Scope
    Jayeol Chun, Nianwen Xue

  • DEFT: Demystifying VLN Failures via a Unified Dual-View Explainability Framework for LLM-based Agents
    Yawen Wang, Yihan Dai, Jianming Chen, Junjie Wang, Qing Wang

  • GLIER: Generative Legal Inference and Evidence Ranking for Legal Case Retrieval
    Minghan Li, Tianrui Lv, Chao Zhang, Guodong Zhou

  • LLMs (Almost) Never Abstain Under Medical Uncertainty
    Alessio Cocchieri, Luca Ragazzi, Giuseppe Tagliavini, Gianluca Moro

  • TOWER+: Bridging Generality and Translation Specialization in Multilingual LLMs
    Ricardo Rei, Nuno M. Guerreiro, José Pombal, João Alves, Pedro Teixeirinha, Amin Farajian, André F. T. Martins

  • Culture-Aware Machine Translation in Large Language Models: Benchmarking and Investigation
    Zekun Yuan, Yangfan Ye, Xiaocheng Feng, Baohang Li, Qichen Hong, Yunfei Lu, Dandan Tu, Bing Qin

  • Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula
    Zhihao Shuai, Yiyun Chen, Maolin Ma, Yutong Chen, Hanjia Qiu, Jing Xu, Ziye Chen, Weikai Yang

  • Calibrated Speculative Decoding: Frequency-Guided Candidate Selection for Efficient Inference
    Xuwen Zhou, Fangxin Liu, Chao Wang, Xiao Zheng, Hao Zheng, Min He, Li Jiang, Haibing Guan

  • Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization
    Xueyun Tian, Minghua Ma, Bingbing Xu, Nuoyan Lyu, Wei Li, Heng Dong, Zheng Chu, Yuanzhuo Wang, Huawei Shen

  • LongTutor: Benchmarking Large Language Models for Long-term Personalized Tutoring
    Ning Li, Zheng Zhang, Zhenya Huang, Rui Li, Yi Zhan, Yinbo Luo, Qi Liu, Enhong Chen

  • HiChunk: Evaluating and Enhancing Retrieval Augmented Generation with Hierarchical Chunking
    Wensheng Lu, Keyu Chen, Zhifeng Shen, Ruizhi Qiao, Xing Sun

  • GOLEMcoref: A Multilingual Coreference Dataset of Fiction
    Andreas van Cranenburgh, Xiaoyan Yang, Alvanita, Cecilia Nicole Di Domenico, Maria Ferragud, Arianna Graciotti, Byungjun Kim, Seonyeong Park, Noa Visser Solissa, Xiaoyu Zhou, Federico Pianzola

  • How Good is Your Wikipedia? Auditing Data Quality for Low-resource and Multilingual NLP
    Kushal Tatariya, Artur Kulmizev, Wessel Poelman, Esther Ploeger, Marcel Bollman, Johannes Bjerva, Jiaming Luo, Heather Lent, Miryam de Lhoneux

  • Understanding and Mitigating Political Stance Cross-topic Generalization in Large Language Models
    Jiayi Zhang, Shu Yang, Junchao Wu, Derek F. Wong, Di Wang

  • MPR-GUI: Benchmarking and Enhancing Multilingual Perception and Reasoning in GUI Agents
    Ruihan Chen, Qiming Li, Xiaocheng Feng, Weihong Zhong, Xiaoliang Yang, Yuxuan Gu, Zekun Zhou, Yunfei Lu, Haoyu Ren, Kun Chen, Dandan Tu, Bing Qin

  • CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution
    Teng Pan, Yuchen Yan, Zixuan Wang, Ruiqing Zhang, Guiyang Hou, Wenqi Zhang, Weiming Lu, Jun Xiao, Yongliang Shen

  • From Weights to Activations: Is Steering the Next Frontier of Adaptation?
    Simon Ostermann, Daniil Gurgurov, Tanja Baeumel, Michael A. Hedderich, Sebastian Lapuschkin, Wojciech Samek, Vera Schmitt

  • Can LLMs Act as Historians? Evaluating Historical Research Capabilities of LLMs via the Chinese Imperial Examination
    Lirong Gao, Zeqing Wang, Yuyan Cai, Jiayi Deng, Yanmei Gu, Yiming Zhang, Jia Zhou, Yanfei Zhang, Junbo Zhao

  • Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
    Chenyuan Zhang, Qiguang Chen, Xie Chen, Zhuotao Tian, Bowen Xing, Meishan Zhang, Libo Qin, Baotian Hu, Min Zhang

  • Embracing Anisotropy: Turning Massive Activations into Interpretable Control Knobs for Large Language Models
    Youngji Roh, Hyunjin Cho, Jaehyung Kim

  • From Language to Driving: A Dual-Loop SLM-Enhanced Framework for Multi-Planner Scheduling via a Domain-Specific Language
    Jiawei Liu, Xun Gong

  • One Cognitive Loop Is Enough: SODA unlocks Pure-Text Spatial Reasoning in Large Language Models
    Shunwen Bai, Jiahuan Zhang, Haoran Huang, Yurun Wang, Jiale liu, Yanxi Wu, Ningzhe Yu, Yudong Gao, Mingjun Cheng

  • Compatibility-Aware Dynamic Fine-Tuning for Large Language Models
    Yucheng Zhou, Junwei Sheng, Qianning Wang, Jianbing Shen

  • Spectral Characterization and Mitigation of Sequential Knowledge Editing Collapse
    Chi Zhang, Mengqi Zhang, Xiaotian Ye, Runxi Cheng, Zisheng Zhou, Ying Zhou, Pengjie Ren, Zhumin Chen

  • SSA: Improving Performance With a Better Scoring Function
    Omar Naim, Swarnadeep Bhar, Jerome Bolte, Nicholas Asher

  • Think Better, Not Longer: Token-Level Marginal Utility for Efficient Reasoning in Large Reasoning Models
    Jiawei Li, Yang Gao, Huashan Sun, Chong Feng

  • AgentSlimming: Towards Efficient and Cost-Aware Multi-Agent Systems
    Yulang Chen, Haoxuan Peng, Jinyan Liu, Zichen Wen, Dongrui Liu, Linfeng Zhang

  • Reusable Experiences: Latent Routing and Modular Composition in LLMs
    Shuai Ling, Lizi Liao, Dongmei Jiang, Weili Guan

  • Communicating in Emergent Language with an Induced Morphological Phrasebook
    Brendon Boldt, David Mortensen

  • Controllable Contamination Detection for Reliable LLM Evaluation with Statistical Guarantees
    Zheng Zhang, Qi Liu, Siyuan Liang, Ning Li, Zirui Hu, Weibo Gao, Rui Li, Zhenya Huang, Leszek Rutkowski, Baosheng Yu, Dacheng Tao

  • From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment
    Jia-Nan Li, Jian Guan, Songhao Wu, Wei Wu, Rui Yan

  • Beyond Atomic Characters: Glyph-Aware Sub-character Alignment for Low-Resource Multilingual OCR
    Mengxiao Zhu, Haixu Chen, Jiu Sha, Jie Liu, Ge Shi

  • Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models
    Chao Xue, Yao Wang, Mengqiao Liu, Di Liang, Xingsheng Han, Peiyang Liu, Xianjie Wu, Chenyao Lu, Lei Jiang, Yu Lu, Haibo Shi, Shuang Liang, Minlong Peng, Flora D. Salim

  • KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions
    Tingyu Wu, Zhisheng Chen, Ziyan Weng, Shuhe Wang, Shuo Zhang, Sen Hu, Silin Wu, Qizhen Lan, Huacan Wang, Ronghao Chen

  • PersonalityDBench: A Dataset for Personality Disorders - from Modeling to Controlled Generation
    Federico Ravenda, Seyed Ali Bahrainian, Daniele Montagnani, Antonietta Mira, Andrea Raballo

  • Towards Interpretable Tabular Reasoning: Enhancing LLM Reasoning on Tabular Data with Pre-Constructed Logic Graph
    Lirong Gao, Zewei Yu, Zhongrui Yin, Qi Zhang, Yuke Zhu, Bo Zheng, Haobo Wang, Junbo Zhao, Gang Chen, Sheng Guo

  • Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation
    Wentao Zhang, Yan Zhuang, ZhuHang Zheng, Mingfei Zhang, Jiawen Deng, Fuji Ren

  • Compressing LLM Knowledge into Graph Representations for Text-attributed Graphs Learning
    Runhuai Chen, Dian Shen, Dandan Zhang, Kaihong Huang, Linghui Meng, Beilun Wang

  • End-to-End Optimization of LLM-Driven Multi-Agent Search Systems via Heterogeneous-Group-Based Reinforcement Learning
    Guanzhong Chen, Shaoxiong Yang, Chao Li, Wei Liu, Jian Luan, Zenglin Xu

  • Translation with Thought: Difficulty-Adaptive Reasoning via Reinforcement Learning for Multi-Domain Machine Translation
    Yongshi Ye, Biao Fu, Chongxuan Huang, Yidong Chen, Xiaodong Shi

  • Segment, Embed, and Align: A Universal Recipe for Aligning Subtitles to Signing
    Zifan Jiang, Youngjoon Jang, Liliane Momeni, Gül Varol, Sarah Ebling, Andrew Zisserman

  • Understanding Emergent Misalignment via Feature Superposition Geometry
    Gouki Minegishi, Hiroki Furuta, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

  • MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement
    ZhenChun Xu, Yi Cai, Dajun Zheng, Li Yuan, Mengchen Zhao, Qixiang Wang, Jiexin Wang

  • Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning
    Xin Guan, Zijian Li, Shen Huang, Pengjun Xie, Jingren Zhou, Jiuxin Cao

  • Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline
    Jingchun Lian, Lingyu Liu, Yaxiong Wang, Yujiao Wu, Lianwei Wu, Li Zhu, Zhedong Zheng

  • Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning
    Yuhang Wu, Xiangqing Shen, Fanfan Wang, Cangqi Zhou, Zhen Wu, Xinyu Dai, Rui Xia

  • Explainable and Fine-Grained Safeguarding of LLM Multi-Agent Systems via Bi-Level Graph Anomaly Detection
    Junjun Pan, Yixin Liu, Rui Miao, Kaize Ding, Yu Zheng, Quoc Viet Hung Nguyen, Alan Wee-Chung Liew, Shirui Pan

  • Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks
    Miaomiao Li, Hao Chen, Yang Wang, Tingyuan Zhu, Weijia Zhang, Kaijie Zhu, Kam-Fai Wong, Jindong Wang

  • Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs
    Xiaoyang Yi, Jing Chen, Li Peng, Yuru Bao, Jian Zhang

  • To Judge or Not to Judge: Can Large Language Models Leverage the Dispute Focus in Legal Judgment?
    Luoming Hu, Liang Yang, Jingjie Zeng, Zijie Xing

  • CPR-RAG: Clinical Prior-Regularized Retrieval for Anatomy-Aware 3D CT Report Generation
    Sungkyu yang, Kang-Min Kim, Mansu Kim

  • Evaluating Answer Leakage Robustness of LLM Tutors against Adversarial Student Attacks
    Jin Zhao, Marta Knežević, Tanja Käser

  • Expect the Unexpected? Testing the Surprisal of Salient Entities
    Jessica Lin, Amir Zeldes

  • ArgGenBench: Benchmarking the Complex Controlled Argument Generation Capability of Large Language Models
    Bojun Jin, Jianzhu Bao, Yang Sun, Yice Zhang, Ruifeng Xu

  • Language Models Learn Universal Representations of Numbers and Here’s Why You Should Care
    Michal Štefánik, Timothee Mickus, Marek Kadlčík, Bertram Højer, Michal Spiegel, Raúl Vázquez, Aman Sinha, Josef Kuchař, Philipp Mondorf, Pontus Stenetorp

  • Language-Aware Token Boosting: LLM Language Confusion Reduction Without Tuning
    Trapoom Ukarapol, Pakhapoom Sarapat, Nut Chukamphaeng

  • CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning
    Eric Onyame, Akash Ghosh, Subhadip Baidya, Sriparna Saha, Xiuying Chen, Chirag Agarwal

  • Inverting the Shield: Systematically Generating Safety Tests from Policy Specifications
    Xiaoyue Lu, Xianglin Yang, Haijun Liu, Jiahao Liu, Kuntai Cai, Yan Xiao, Jin Song Dong

  • HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment
    Zhanyu Liu, Qingguo Hu, Ante Wang, Chenqing Liu, Zhishang Xiang, Hui Li, Delai Qiu, Jinsong Su

  • Do LLMs Encode Functional Importance of Reasoning Tokens ?
    Janvijay Singh, Dilek Hakkani-Tür

  • EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment
    Yixuan Nan, Xixun Lin, Yanmin Shang, Ge Zhang, Zheng Fang, Fang Fang, Yanan Cao

  • Too Nice to Tell the Truth: Quantifying Agreeableness-Driven Sycophancy in Role-Playing Language Models
    Arya Shah, Deepali Mishra, Chaklam Silpasuwanchai

  • Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training
    Jihao Gu, Qihang Ai, Yingyao Wang, Pi Bu, Jingxuan Xing, Yue Cao, Zekun Zhu, Wei Jiang, Ziming Wang, Yingxiu Zhao, Ming-Liang Zhang, Jun Song, Yuning Jiang, Bo Zheng

  • QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning
    Songxin Qu, Tai-Ping Sun, Yun-Jie Wang, Huan-Yu Liu, Cheng Xue, Xiao-Fan Xu, Han Fang, Yang Yang, Yu-Chun Wu, Guo-Ping Guo, Zhao-Yun Chen

  • The “Knowledge–Behavior Gap” in Cultural Taboo Safety of Large Language Models
    Ying He, Sihang Jiang, Xingzhou Chen, Zhouhong Gu, Yiwei Gu, Minggui HE, Shimin Tao, Hongxia Ma, Yanghua Xiao

  • OSCBench: Benchmarking Object State Change in Text-to-Video Generation
    Xianjing Han, Bin Zhu, Shiqi Hu, Franklin Mingzhe Li, Patrick Carrington, Roger Zimmermann, Jingjing Chen

  • Evaluation Pitfalls and Challenges in Multimedia Event Extraction
    Philipp Seeberger, Steffen Freisinger, Tobias Bocklet, Korbinian Riedhammer

  • UMPIRE: Unveiling LLM-generated Posts via Redundant Expressions
    Xiaoquan Yi, Haixing Wu, Haozhao Wang, Yichen Li, Yuhua Li, Rui Zhang, Ruixuan Li

  • SpeechMedAssist: Efficiently and Effectively Adapting Speech Language Models for Medical Consultation
    Sirry Chen, Jieyi Wang, Wei Chen, Zhongyu Wei

  • An Experimental Study on the Influence of Culture on Cross-Lingual Sentiment Transfer
    Ahao Liu, Haitong Yang, Wang Chuanrong

  • Attribution, Citation, and Quotation: A Survey of Evidence-based Text Generation with Large Language Models
    Tobias Schreieder, Tim Schopf, Michael Färber

  • MirrorCAPTCHA: Wild CAPTCHA, Wild Distribution, Wild Web-based Platform Meet Multimodal LLM Agents
    Xiangyu Wu, Yuwei Hu, Tianyu Cui, Yueying Tian, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang, Yang Yang, Jianfeng Lu

  • ReCreate: Reasoning and Creating Domain Agents Driven by Experience
    Zhezheng Hao, Hong Wang, Jian Luo, Jianqing Zhang, Yuyan Zhou, Qiang Lin, Can Wang, Hande Dong, Jiawei Chen

  • Can AI-Generated Persuasion Be Detected? Persuaficial Benchmark and AI vs. Human Linguistic Differences
    Arkadiusz Modzelewski, Paweł Golik, Anna Kołos, Giovanni Da San Martino

  • GASE: Graph-Aware Semantic Embedding Learning with Frozen LLMs for Text-Attributed Graphs
    Mingqiang Ding, Jianjun Li, Wenqi Qi, Zhibo Zhang, Yushen Fang

  • Compositional Steering of Large Language Models with Steering Tokens
    Gorjan Radevski, Kiril Gashteovski, Giwon Hong, Carolin Lawrence, Goran Glavaš

  • Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective
    Zhezheng Hao, Hong Wang, Haoyang Liu, Jian Luo, Jiarui Yu, Hande Dong, Qiang Lin, Can Wang, Jiawei Chen

  • SwissGov-RSD: A Human-annotated, Cross-lingual Benchmark for Token-level Recognition of Semantic Differences Between Related Documents
    Michelle Wastl, Jannis Vamvas, Rico Sennrich

  • Pref-CTRL: Preference Driven LLM Alignment using Representation Editing
    Imranul Ashrafi, Inigo Jauregi Unanue, Massimo Piccardi

  • Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts
    Haolei Xu, Haiwen Hong, Hongxing Li, Rui Zhou, Yang Zhang, Longtao Huang, Hui Xue, Yongliang Shen, Weiming Lu, Yueting Zhuang

  • RubricBench: Aligning Model-Generated Rubrics with Human Standards
    Junyi Zhou, Qiyuan Zhang, Yufei Wang, Fuyuan Lyu, Yidong Ming, Can Xu, Qingfeng Sun, Kai Zheng, Peng Kang, Xue Liu, Chen Ma

  • Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing
    Wenhao Yuan, Chenchen Lin, Jian Chen, Jinfeng Xu, Xuehe Wang, Edith Cheuk-Han Ngai

  • GiLT: Augmenting Transformer Language Models with Dependency Graphs
    Tianyu Huang, Yida Zhao, Chuyan Zhou, Kewei Tu

  • TAMAS: Benchmarking Adversarial Risks in Multi-Agent LLM Systems
    Ishan Kavathekar, Hemang Jain, Ameya Rathod, Ponnurangam Kumaraguru, Tanuja Ganu

  • How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities
    Ziwen Xu, Kewei Xu, Haoming Xu, Haiwen Hong, Longtao Huang, Hui Xue, Ningyu Zhang, Yongliang Shen, Guozhou Zheng, Huajun Chen, Shumin Deng

  • Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning
    Zelin Tan, Hejia Geng, Xiaohang Yu, Mulei Zhang, Guancheng Wan, Yifan Zhou, Qiang He, Xiangyuan Xue, Heng Zhou, Yutao Fan, Zhongzhi Li, Zaibin Zhang, Guibin Zhang, Chen Zhang, Zhenfei Yin, Philip Torr, Lei Bai

  • RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation
    Sunzhu Li, Jiale Zhao, Huimin Ren, Zhenlin Wei, Yang Zhou, Jingwen Yang, Shunyu Liu, Kaike Zhang, Chen Wei

  • MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection
    Bingbing Wang, Zhengda Jin, Bin Liang, Wenjie Li, Jing Li, Ruifeng Xu, Min Zhang

  • A Survey of Inductive Reasoning for Large Language Models
    Kedi Chen, Dezhao Ruan, Yuhao Dan, Yaoting Wang, Siyu Yan, Xuecheng Wu, Yinqi Zhang, Qin Chen, Jie Zhou, Liang He, Biqing Qi, Linyang Li, Qipeng Guo, Xiaoming Shi, Wei Zhang

  • CogToM: A Comprehensive Theory of Mind Benchmark inspired by Human Cognition for Large Language Models
    Haibo Tong, Zeyang Yue, Feifei Zhao, Erliang Lin, Lu Jia, Ruolin Chen, Yinqian Sun, Qian Zhang, Yi Zeng

  • CITE: Benchmarking Heterogeneous Text-Attributed Graph Models
    Chenghao Zhang, Qingqing Long, Ludi Wang, Wenjuan Cui, Jianjun Yu, Yi Du

  • MM-StanceDet: Retrieval-Augmented Multi-modal Multi-agent Stance Detection
    Weihai Lu, Zhejun Zhao, Yanshu Li, Huan He

  • Dark & Stormy: Modeling Humor in Sentences from the Bulwer-Lytton Fiction Contest
    Venkata S Govindarajan, Laura Biester

  • Disentangling Reasoning Logic to Resolve Explicit Knowledge Conflicts
    Xianda Zheng, Zijian Huang, Meng-Fen Chiang, Jiamou Liu, Yuan Fang, Michael Witbrock, Kaiqi Zhao

  • UniVocal: Unified Speech-Singing Code-Switching Synthesis
    YuFei Shi, Qian Chen, Wen Wang, Xiangang Li, Zhen-Hua Ling, Yang Ai

  • ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments
    Yuquan Wang, Mi Zhang, Yining Wang, Geng Hong, Mi Wen, Xiaoyu You, Min Yang

  • VecInfer: Efficient LLM Inference with Low-Bit KV Cache via Outlier-Suppressed Vector Quantization
    Dingyu Yao, Chenxu Yang, Zhengyang Tong, Zheng Lin, Wei Liu, Jian Luan, Weiping Wang

  • When Does Mixing Help? Analyzing Query Embedding Interpolation in Multilingual Dense Retrieval
    Tongyao Zhu, Chao-Ming Huang, Min-Yen Kan

  • WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement
    Fangyuan Li, Pengfei Li, Shijie Wang, Junqi Gao, Jianxing Liu, Biqing Qi, Yuqiang Li

  • Frankentext: Stitching random text fragments into long-form narratives
    Chau Minh Pham, Jenna Russell, Dzung Pham, Mohit Iyyer

  • SAFO: Stable Adaptive Fairness Optimization for LLM-Based Social Survey Simulation
    Chenxi Lin, Zhuoren Jiang, Kaisong Song, Yiquan Wu

  • The Prosody of Emojis
    Giulio Zhou, Tsz Kin Lam, Alexandra Birch, Barry Haddow

  • Piece of Table: A Divide-and-Conquer Approach for Selecting Subtables in Table Question Answering
    Wonjin Lee, Kyumin Kim, Sungjae Lee, Jihun Lee, Kwang In Kim

  • QA-MoE: Towards a Continuous Reliability Spectrum with Quality-Aware Mixture of Experts for Robust Multimodal Sentiment Analysis
    Yitong Zhu, Yuxuan Jiang, Guanxuan Jiang, Bojing Hou, Peng Yuan Zhou, Ge lin, Yuyang Wang

  • Enhancing LLM-based Search Agents via Contribution Weighted Group Relative Policy Optimization
    Junzhe Wang, Zhiheng Xi, Yajie Yang, Hao Luo, Shihan Dou, Tao Gui, Qi Zhang

  • Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics
    Ziwen Xu, Chenyan WU, Hengyu Sun, Haiwen Hong, Mengru Wang, Yunzhi Yao, Longtao Huang, Hui Xue, Shumin Deng, Zhixuan Chu, Huajun Chen, Ningyu Zhang

  • EmoMAS: Emotion-Aware Multi-Agent System for High-Stakes Edge-Deployable Negotiation with Bayesian Orchestration
    Yunbo Long, Yuhan Liu, Liming Xu

  • Decisive: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents
    Akriti Jain, Anish Mulay, Divyansh Verma, Aishani Pandey, Pritika Ramu, Aparna Garimella

  • From Naturalness to Norms: Interactional Cultural Competence for SpeechLMs
    Santosh Tokala

  • Optimizing User Profiles via Contextual Bandits for Retrieval-Augmented LLM Personalization
    Linfeng Du, Ye Yuan, Zichen Zhao, Fuyuan Lyu, Emiliano Penaloza, Xiuying Chen, Zipeng Sun, Jikun Kang, Laurent Charlin, Xue Liu, Haolun Wu

  • Teaching Language Models to Check Grounded Claim Factuality with Human Test-Taking Strategies
    Yuxuan Ye, Raul Santos-Rodriguez, Edwin Simpson

  • Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision
    Xianda Zheng, Huan Gao, Meng-Fen Chiang, Michael Witbrock, Kaiqi Zhao, Shangyang Li

  • Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length
    Jingxuan Chen, Mohammad Taher Pilehvar, Jose Camacho-Collados

  • Gated Differentiable Working Memory for Long-Context Language Modeling
    Lingrui Mei, Shenghua Liu, Yiwei Wang, Yuyao Ge, Baolong Bi, Jiayu Yao, Jun Wan, Ziling Yin, Jiafeng Guo, Xueqi Cheng

  • Stress Testing Factual Consistency Metrics for Long-Document Summarization
    Zain Muhammad Mujahid, Dustin Wright, Isabelle Augenstein

  • Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations
    Yilong Liu, Xixun Lin, Pengfei Cao, Ge Zhang, Fang Fang, Yanan Cao

  • PASs-MoE: Mitigating Misaligned Co-drift among Router and Experts via Pathway Activation Subspaces for Continual Learning
    Zhiyan Hou, Haiyun Guo, Haokai Ma, Yandu Sun, Yonghui Yang, Jinqiao Wang

  • LLM-Generated Text May Harm Your Retrieval! A Robust Detection Strategy for Retrieval-Augmented Generation
    Zhaoheng Huang, Yutao Zhu, Ji-Rong Wen, Zhicheng Dou

  • GQLBench: A Large-Scale Cross-Domain, Cross-Dialect Benchmark for NL2GQL
    Yanning Su, Yuhang Zhou, Yang Fang, Sen Liu, Guangnan Ye, Hongfeng Chai

  • ReviewGrounder: Improving Review Substantiveness with Rubric-Guided, Tool-Integrated Agents
    Zhuofeng Li, Yi Lu, Dongfu Jiang, Haoxiang Zhang, Yuyang Bai, Chuan Li, Yu Wang, Shuiwang Ji, Jianwen Xie, Yu Zhang

  • The Retrieval Bottleneck: Scaling Laws for Reinforcement Learning in RAG
    Shu Zhou, Jinman Leng, Yufei Song, Xin Wang, Tao Fan, Hao Wang

  • Generating then Refining for Reliable Knowledge Base Question Answering
    Jianqi Gao, Hang Yu, Jian Cao, Ranran Bu, Jinghua Tang, Nengjun Zhu, Yonggang Zhang

  • EvoSpark: Endogenous Interactive Agent Societies for Unified Long-Horizon Narrative Evolution
    Shiyu He, Minchi Kuang, Mengxian Wang, Bin Hu, Tingxiang Gu

  • SeCuRepair: Semantics-Aligned, Curriculum-Driven, and Reasoning-Enhanced Vulnerability Repair Framework
    Chengran Yang, Ting Zhang, Jinfeng Jiang, Xin Zhou, Haoye Tian, Mingzhe Du, Jieke Shi, Junkai Chen, Yikun Li, Eng Lieh Ouh, Lwin Khin Shar, David Lo

  • HiddenGuard: Fine-Grained Safe Generation with Specialized Representation Router
    Lingrui Mei, Shenghua Liu, Yiwei Wang, Baolong Bi, Ruibin Yuan, Xueqi Cheng

  • Why Do LLM-based Web Agents Fail? A Hierarchical Planning Perspective
    Mohamed Aghzal, Gregory J. Stein, Ziyu Yao

  • Backdoors in RLVR: Jailbreak Backdoors in LLMs From Verifiable Reward
    Weiyang Guo

  • On the Proper Treatment of Units in Surprisal Theory
    Samuel Kiegeland, Vésteinn Snæbjarnarson, Tim Vieira, Ryan Cotterell

  • ThreadSumm: Summarization of Nested Discourse Threads Using Tree of Thoughts
    Olubusayo Olabisi, Ekata Mitra, Ameeta Agrawal

  • InquireMobile: Teaching VLM-based Mobile Agent to Request Human Assistance via Reinforcement Fine-Tuning
    Qihang Ai, Pi Bu, Yue Cao, Yingyao Wang, Jihao Gu, Jingxuan Xing, Zekun Zhu, Wei Jiang, Zhicheng Zheng, Jun Song, Yuning Jiang

  • Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via sequence-level likelihood
    Xingyu Lin, Yilin Wen, Du Su,Jinchang Hou, En Wang, Wenbin Liu, Zhonghou Lv, Chenfu Bao

  • De-Anonymization at Scale via Tournament-Style Attribution
    Lirui Zhang, Huishuai Zhang

  • Cross-Modal Masked Compositional Concept Modeling for Enhancing Visio-Linguistic Compositionality
    Wei Li, Zhen Huang, Xinmei Tian

  • StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall
    Yerong Wu, Tianxing Wu, Minghao Zhu, Hangyu Sha, Haofen Wang

  • RLSeek: Evidence-Grounded Reasoning for RAG Hallucination Detection
    Zhaoheng Huang, Dacheng Wen, Yutao Zhu, Xiaoying Lian, Yushi Liang, Kai Hao, Nan Li, Liangjie Zhang, Qi Zhang, Zhicheng Dou, Ji-Rong Wen, Fangzhao Wu

  • CO-EVO: Co-evolving Semantic Anchoring and Style Diversification for Federated DG-ReID
    Fengchun Zhang, Jianwei Hu, Qiang Ma, Liuyu Xiang, Jinshan Lai, Tingxuan Huang

  • Discovering Properties of Inflectional Morphology in Neural Emergent Communication
    Miles Gilberti, Shane Storks, Huteng Dai

  • Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judge
    Xin Sun, Di Wu, Sijing Qin, Isao Echizen, Abdallah El Ali, Saku Sugawara

  • Self-SoftCoT: A Self-Consistent Framework via Position-Aware Latent Space Reinforcement Learning
    Liangliang Dong, Lianlei Shan, Shuaimin Li

  • Bayesian Social Deduction with Graph-Informed Language Models
    Shahab Rahimirad, Guven Gergerli, Lucia Romero, Angela Qian, Matthew Lyle Olson, Simon Stepputtis, Joseph Campbell

  • Routing with Generated Data: Annotation-Free LLM Skill Estimation and Expert Selection
    Tianyi Niu, Justin Chen, Genta Indra Winata, Shi-Xiong Zhang, Supriyo Chakraborty, Sambit Sahu, Yue Zhang, Elias Stengel-Eskin, Mohit Bansal

  • Injecting Context via Situation Working Memory for Logical Reasoning with LLMs
    Jieun Kim, Seoha Lim, YoungHae Choi, Sung-Bae Cho

  • ProMed: Shapley Information Gain Guided Reinforcement Learning for Proactive Medical LLMs
    Hongxin Ding, Baixiang Huang, Yue Fang, Weibin Liao, Xinke Jiang, Jinyang Zhang, Yinghao Zhu, Zheng Li, Liantao Ma, Junfeng Zhao, Yasha Wang

  • SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator
    Xueyang Zhou, Weidong Wang, Lin Lu, Jiawen Shi, Guiyao Tie, Yongtian Xu, Lixing Chen, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun

  • Diagnosing Hidden Instabilities in Model Editing via Uncertainty Quantification
    Zihan Gu, TianYi Zhang, Xinyan Zhang, Zhiyuan Wang, Han Zhang, Yuhao Wei, Jiacheng Lu, Tianyi Ma, Xingsheng ZHANG, Hua Zhang, Yue Hu

  • Alexandria: A Multi-Domain Dialectal Arabic Machine Translation Dataset for Culturally Inclusive and Linguistically Diverse LLMs
    Abdellah El Mekki, Samar M. Magdy, Houdaifa Atou, Ruwa AbuHweidi, Baraah Qawasmeh, Omer Nacar, Thikra Al-hibiri, Razan Saadie, Hamzah Alsayadi, Nadia Ghezaiel Hammouda, Alshima Alkhazimi, Aya Hamod, Al-Yas Al-Ghafri, Wesam El-Sayed, Asila Al sharji, Mohamad Ballout, Anas Belfathi, Karim Ghaddar, Serry Sibaee, Alaa Aoun, Areej Asiri, Lina Abureesh, Ahlam Bashiti, Majdal Yousef, Abdulaziz Hafiz, Yehdih Mohamed, Emira Hamedtou, Brakehe Brahim, Rahaf Alhamouri, Youssef Nafea, Aya El Aatar, Walid Al-Dhabyani, Emhemed Hamed, Sara Shatnawi, Fakhraddin Alwajih, Khalid Elkhidir, Ashwag Alasmari, Abdurrahman Gerrio, Omar Alshahri, AbdelRahim A. Elmadany, Ismail Berrada, Amir Azad Adli Alkathiri, Fadi A Zaraket, Mustafa Jarrar, Yahya Mohamed El Hadj, Hassan Alhuzali, Muhammad Abdul-Mageed

  • Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future
    Sihong Wu, Owen Jiang, Yilun Zhao, Tiansheng Hu, Yiling Ma, Kaiyan Zhang, Manasi Patwardhan, Arman Cohan

  • How Much Would a Clinician Edit This Draft? Evaluating LLM Alignment for Patient Message Response Drafting
    Parker Seegmiller, Joseph Gatto, Sarah E. Greer, Ganza Belise Isingizwe, Rohan Ray, Timothy E. Burdick, Sarah Masud Preum

  • MetaBench: A Multi-task Benchmark for Assessing LLMs in Metabolomics
    Yuxing Lu, Xukai Zhao, J. Ben Tamo, Micky C. Nnamdi, Rui Peng, Shuang Zeng, Xingyu Hu, Jinzhuo Wang, May Dongmei Wang

  • MTA: Multi-Granular Trajectory Alignment for Large Language Model Distillation
    Pham Khanh Chi, Quoc Phong Dao, Thuat Nguyen, Linh Ngo Van, Trung Le, Thanh Hong Nguyen

  • Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance
    Parker Seegmiller, Sarah Masud Preum

  • TALAS: Teacher-Anchored Layer Alignment with Adaptive Sharpness-Aware Minimization for Embedding Distillation
    Quoc Phong Dao, Hoang Son Nguyen, Pham Khanh Chi, Linh Ngo Van, Nguyen Thi Ngoc Diep, Thien Huu Nguyen, Trung Le

  • Vocabulary Shapes Cross-Lingual Variation of Word-Order Learnability in Language Models
    Jonas Mayer Martins, Jaap Jumelet, Viola Priesemann, Lisa Beinborn

  • Quantifying and Understanding Uncertainty in Large Reasoning Models
    Yangyi Li, Chenxu Zhao, Mengdi Huai

  • The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs
    Xi Fang, Weijie Xu, Yuchong Zhang, Scott Nickleach, Stephanie Eckman, Chandan K. Reddy

  • SimPBL: A Multi-Agent Framework for Project-Based Learning
    Daniel Zhang-Li, Joy Jia Yin Lim, Binglin Liu, Shangqing Tu, Zijun Yao, Hao Peng, Jifan Yu, Haoxuan Li, Zhanxin Hao, Ye He, Zekun Li, Jiangyi Wang, Lei Hou, Bin Xu, Xin Cong, Zhiyuan Liu, Huiqin Liu, Yu Zhang, Juanzi Li

  • Schoenfeld’s Anatomy of Mathematical Reasoning by Language Models
    Ming Li

  • Diagnosing Spatial Consistency across Perspectives and Viewpoints in Large Vision-Language Models
    Yoonji Kim, Jieun Kim, Yujin Jeong, Sung-Bae Cho

  • A Multi-Agent Framework for High-Interaction Terminal Simulation
    Kai Wei, Yuwen Cui, Kehan Shen, Hua Wei, Guangjing Wang

  • Parameter Importance is Not Static: Evolving Parameter Isolation for Supervised Fine-Tuning
    Zekai Lin, Chao Xue, Di Liang, Xingsheng Han, Peiyang Liu, Xianjie Wu, Lei Jiang, Yu Lu, Haibo Shi, Shuang Liang, Minlong Peng

  • Enhanced Reasoning for Biomedical Document-Level Relation Extraction via a Novel Cascade Language Model Framework
    Haohua Song, Wenhao Gu, Zhijing Li, Yunwen Yu, Tiantian Zhu, Xiao Yang, Zexuan Zhu

  • Multimodal Large Language Models for Multi-Subject In-Context Image Generation
    Yucheng Zhou, Dubing Chen, Huan Zheng, Jianbing Shen

  • RSMeM: Knowledge-Enhanced Memory Evolution for Remote Sensing Agents with Systematic Evaluation
    Bingxian Wu, Yu Zhang, Zonghao Guo, Tang Liu, Chen Qian, Yuxiang Lu, Xingbo Du, Yanghao Li, Yidan Zhang, Chi Chen, Ling Yao, Maosong Sun, Chenghu Zhou

  • Neuro-Symbolic Agentic Reinforcement Learning for Long-Term Original Character Companionship and Interaction
    Zhenhan Huang

  • Synthetic Data Generation for Training Diversified Commonsense Reasoning Models
    Tianhui Zhang, Bei Peng, Danushka Bollegala

  • Discourse Realization of Generics in Human and LLM-generated Texts
    Søren Kirkegaard Fomsgaard, Martial Pastor, Gaël Dias, Nelleke Oostdijk

  • SRA: Span Representation Alignment for Large Language Model Distillation
    Quoc Phong Dao, Hoang Son Nguyen, Pham Khanh Chi, Tung Nguyen, Linh Ngo Van, Nguyen Thi Ngoc Diep, Trung Le

  • The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations
    Pierre-Antoine Lequeu, Léo Labat, Laurène Cave, Gaël Lejeune, François Yvon, Benjamin Piwowarski

  • Behavior Knowledge Merge in Reinforced Agentic Models
    Xiangchi Yuan, Dachuan Shi, Chunhui Zhang, Zheyuan Liu, Shenglong Yao, Soroush Vosoughi, Wenke Lee

  • Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning
    Hengwei Liu, Haoyuan Ma, Qingqing Lyu, Daoxin Zhang, Yao Hu, Yongliang Shen, Yin Zhang, Weiming Lu

  • Neuron-Aware Active Few-Shot Learning for LLMs
    Zhuowei Chen, Liwei Chen, Christian Schunn, Raquel Coelho, Xiang Lorraine Li

  • CommonLID: Re-evaluating State-of-the-Art Language Identification Performance on Web Data
    Pedro Ortiz Suarez, Laurie Burchell, Catherine Arnett, Rafael Mosquera-Gómez, Sara Hincapie-Monsalve, Thom Vaughan, Damian Stewart, Malte Ostendorff, Idris Abdulmumin, Vukosi Marivate, Shamsuddeen Hassan Muhammad, Atnafu Lambebo Tonja, Hend Al-Khalifa, Nadia Ghezaiel Hammouda, Verrah Otiende, Tack Hwa Wong, Jakhongir Saydaliev, Melika Nobakhtian, Muhammad Ravi Shulthan Habibi, Chalamalasetti Kranti, Carol Muchemi, Khang Nguyen, Faisal Muhammad Adam, Luis Frentzen Salim, Reem Alqifari, Cynthia Amol, Joseph Marvin Imperial, Ilker Kesen, Ahmad Mustafid, Pavel Stepachev, Leshem Choshen, David Anugraha, Hamada Nayel, Seid Muhie Yimam, Vallerie Alexandra Putra, My Chiffon Nguyen, Azmine Toushik Wasi, Gouthami Vadithya, Rob van der Goot, Lanwenn ar C’horr, Karan Dua, Andrew Yates, Mithil Bangera, Yeshil Bangera, Hitesh Laxmichand Patel, Shu Okabe, Fenal Ashokbhai Ilasariya, Dmitry Gaynullin, Genta Indra Winata, Yiyuan Li, Juan Pablo Martínez, Amit Agarwal, Ikhlasul Akmal Hanif, Raia Abu Ahmad, Esther Adenuga, Filbert Aurelian Tjiaranata, Weerayut Buaphet, Michael Anugraha, Sowmya Vajjala, Benjamin Rice, Azril Hafizi Amirudin, Jesujoba O. Alabi, Srikant Panda, Yassine Toughrai, Bruhan Kyomuhendo, Daniel Ruffinelli, Akshata A, Manuel Goulão, Ej Zhou, Ingrid Gabriela Franco Ramirez, Cristina Aggazzotti, Konstantin Dobler, Jun Kevin, Quentin Pagès, Nicholas Andrews, Nuhu Ibrahim, Mattes Ruckdeschel, Amr Keleg, Mike Zhang, Casper Muziri, Saron Samuel, Sotaro Takeshita, Kun Kerdthaisong, Luca Foppiano, Rasul Dent, Tommaso Green, Ahmad Mustapha Wali, Kamohelo Makaaka, Vicky Feliren, Inshirah Idris, Hande Celikkanat, Abdulhamid Abubakar, Jean Maillard, Benoît Sagot, Thibault Clérice, Kenton Murray, Sarah Luger

  • Rethinking Expert Trajectory Utilization in LLM Post-training for Mathematical Reasoning
    Bowen Ding, Yuhan Chen, Jiayang Lyu, Jiyao Yuan, Qi Zhu, Shuangshuang Tian, Dantong Zhu, Futing Wang, Heyuan Deng, Fei Mi, Lifeng Shang, Tao Lin

  • LoPT: Lossless Parallel Tokenization Acceleration for Long Context Inference of Large Language Model
    Wei Shao, Lingchao Zheng, Pengyu Wang, Peizhen Zheng, Jun Li, Yuwei Fan

  • SSSD: Simply-Scalable Speculative Decoding
    Michele Marzollo, Jiawei Zhuang, Niklas Roemer, Niklas Zwingenberger, Lorenz K. Muller, Lukas Cavigelli

  • RedCoder: Automated Multi-Turn Red Teaming for Code LLMs
    Wenjie Jacky Mo, Qin Liu, Xiaofei Wen, Dongwon Jung, Hadi Askari, Wenxuan Zhou, Zhe Zhao, Muhao Chen

  • Scaling Test-Time Compute to Achieve IOI Gold Medal with Open-Weight Models
    Mehrzad Samadi, Aleksander Ficek, Sean Narenthiran, Siddhartha Jain, Wasi Uddin Ahmad, Somshubra Majumdar, Vahid Noroozi, Boris Ginsburg

  • PIArena: A Platform for Prompt Injection Evaluation
    Runpeng Geng, Chenlong Yin, Yanting Wang, Ying Chen, Jinyuan Jia

  • Clozing the Gap: Exploring Why Language Model Surprisal Outperforms Cloze Surprisal
    Sathvik Nair, Byung-Doh Oh

  • ChemReason-Bench: Benchmarking Large Language Models for Procedural Reasoning in Experimental Chemistry
    Jinwei Zhang, Xucheng Liang, Yu Zhang, Ruijie Yu, Xiaokang Yang, Yaohui Jin, Yanyan Xu

  • How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients
    Ming Li

  • Tailored Primitive Initialization is the Secret Key to Reinforcement Learning
    Yihang Yao, Guangtao Zeng, Raina Wu, Yang Zhang, Ding Zhao, Zhang-Wei Hong, Chuang Gan

  • MARS²: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation
    Pengfei Li, Shijie Wang, Fangyuan Li, Yikun Fu, Kaifeng Liu, Kaiyan Zhang, Dazhi Zhang, Yuqiang Li, Biqing Qi, Bowen Zhou

  • LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation
    Caiqi Zhang, Xiaochen Zhu, Chengzu Li, Nigel Collier, Andreas Vlachos

  • Mitigating Lost in Multi-turn Conversation via Curriculum RL with Verifiable Accuracy and Abstention Rewards
    Ming Li

  • AdabNER: Arabic Digital Archive Books with Nested Entity Recognition
    Aya Mourad, Mustafa Jarrar

  • Anchoring the Cache: Mitigating Contextual Hallucination in KV-Compressed Long-Context Summarization
    Yu Fu, Chen Luo, Josef Valvoda, Xin Zhang, Xuejing Lei, Xiao Pan, Hui Liu, Yue Dong

  • NeuralFSM: Adaptive Multi-Agent Coordination via Learning Finite-State Execution Policy
    Jiye Wang, Yu Wang, Jianbin Li, Shiduo Yang, Kenan Guo, Yuanhe Zhao

  • Ranking Reasoning LLMs under Test-Time Scaling
    Mohsen Hariri, Michael Hinczewski, Jing Ma, Vipin Chaudhary

  • Quantifying and Improving the Robustness of Retrieval-Augmented Language Models Against Spurious Features in Grounding Data
    Shiping Yang, Jie Wu, Wenbiao Ding, Ning Wu, Shining Liang, Ming Gong, Hongzhi Li, Hengyuan Zhang, Angel X Chang, Dongmei Zhang

  • CL²GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction
    Shang Qin, Jingheng Ye, Yinghui Li, Hai-Tao Zheng, Qi Li, Jinxiao Shan, Zhixing Li, Hong-Gee Kim

  • PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning
    Bingxuan Li, Jeonghwan Kim, Cheng Qian, Xiusi Chen, Eitan Anzenberg, Niran Kundapur, Heng Ji

  • Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation
    Yeqing Teng, Jiasheng Si, Shuxia Lin, Linhai Zhang, Weiyu Zhang, Wenpeng Lu, Deyu Zhou, Xiaoming Wu

  • Taming Extreme Tokens: Covariance-Aware GRPO with Gaussian-Kernel Advantage Reweighting
    Cheng Wang, Qin Liu, Wenxuan Zhou, Muhao Chen

  • CloneMem: Benchmarking Long-Term Memory for AI Clones
    Sen Hu, Zhiyu Zhang, Yuxiang Wei, Xueran Han, Zhenheng Tang, Ronghao Chen, Huacan Wang

  • Memory efficiency and resource-rational encoding in sentence processing
    Weijie Xu, Brian Dillon, Richard Futrell

  • PRISM: Probing Reasoning, Instruction, and Source Memory in LLM Hallucinations
    Yuhe Wu, Guangyu Wang, Yuran Chen, Jiatong Zhang, Yutong Zhang, Yujie Chen, Jiaming Shang, Guang Zhang, Zhuang Liu

  • VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis
    Shubhashis Roy Dipta, Tz-Ying Wu, Subarna Tripathi

  • MQM Re-Annotation: A Technique for Collaborative Evaluation of Machine Translation
    Parker Riley, Daniel Deutsch, Mara Finkelstein, Colten DiIanni, Juraj Juraska, Markus Freitag

  • Multilingual Language Models Encode Script Over Linguistic Structure
    Aastha A K Verma, Anwoy Chatterjee, Mehak Gupta, Tanmoy Chakraborty

  • ChiKhaPo: A Large-Scale Multilingual Benchmark for Evaluating Lexical Comprehension and Generation in Large Language Models
    Emily Chang, Niyati Bafna

  • On the Rejection Criterion for Proxy-based Test-time Alignment
    Ayoub Hammal, Pierre Zweigenbaum, Caio Corro

  • Defense Against Knowledge Poisoning Attack on GraphRAG
    Havva Alizadeh Noughabi, Fattane Zarrinkalam, Ali Dehghantanha

  • UniDataBench: Evaluating Data Analytics Agents Across Structured and Unstructured Data
    Han Weng, Zhou Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen, Wentao Zhang

  • Beyond Code Pairs: Dialogue-Based Data Generation for LLM Code Translation
    Le Chen, Nuo Xu, Winson Chen, Bin Lei, Pei-Hung Lin, Dunzhi Zhou, Rajeev Thakur, Caiwen Ding, Ali Jannesari, Chunhua Liao

  • MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Knowledge Poisoning Attacks
    Hyeonjeong Ha, Qiusi Zhan, Jeonghwan Kim, Dimitrios Bralios, Saikrishna sanniboina, Nanyun Peng, Kai-Wei Chang, Daniel Kang, Heng Ji

  • IterCOMP: Reasoning-aware Adaptive Prompt Compression for Multi-hop Question Answering
    JungMin Yun, YoungBin Kim

  • Do LLMs Really Memorize Personally Identifiable Information? Revisiting PII Leakage with a Cue-Controlled Memorization Framework
    Xiaoyu Luo, Yiyi Chen, Qiongxiu Li, Johannes Bjerva

  • Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop
    Yaxuan Wang, Zhongteng Cai, Yujia Bao, Xueru Zhang, Yang Liu

  • RAG-on-a-Diet: A Reinforcement Learning-Based Dynamic Resource Optimization Framework for RAG
    Hongwen Ding, Yizheng Zhao

  • MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training
    Taicheng Guo, Hai Wang, ChaoChun Liu, Mohsen Golalikhani, Xin Chen, Xiangliang Zhang, Chandan K. Reddy

  • The Subjectivity of Respect in Police Traffic Stops: Modeling Community Perspectives in Body-Worn Camera Footage
    Preni Golazizian, Elnaz Rahmati, Jackson Trager, Zhivar Sourati, Nona Ghazizadeh, Georgios Chochlakis, Jose J. Alcocer, Kerby Bennett, Aarya Vijay Devnani, Parsa Hejabi, Harry G. Muttram, Akshay Kiran Padte, Mehrshad Saadatinia, Chenhao Wu, Alireza Salkhordeh Ziabari, Michael Sierra-Arévalo, Nicholas Weller, Shrikanth Narayanan, Benjamin A.T. Graham, Morteza Dehghani

  • PExA: Parallel Exploration Agent for Complex Text-to-SQL
    Tanmay Parekh, Ella Hofmann-Coyle, Shuyi Wang, Sachith Sri Ram Kothur, Srivas Prasad, Yunmo Chen

  • LLM-Based Multi-Task Bangla Hate Speech Detection: Type, Severity, and Target
    Md Arid Hasan, Firoj Alam, Md Fahad Hossain, Usman Naseem, Syed Ishtiaque Ahmed

  • MMSciCode: Real-world Evaluation of Multilingual Multi-Discipline Scientific Research Coding
    Xue Xia, Zheyuan Yang, Arman Cohan, Yilun Zhao

  • CURA: Clinical Uncertainty Risk Alignment for Language Model–Based Risk Prediction
    Sizhe Wang, Ziqi Xu, Claire Najjuuko, Charles Alba, Chenyang Lu

  • Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention
    Shuochen Chang, Tong Bai, Xiaofeng Zhang, Qianli Ma, Qingyang Liu, Zhaohe Liao, Yibo Miao, Li Niu

  • EthicMind: A Risk-Aware Framework for Ethical-Emotional Alignment in Multi-Turn Dialogue
    Jiawen Deng, Wei Li, Wentao Zhang, Ziyun Jiao, Fuji Ren

  • Resolving the Security-Auditability Dilemma with Auditable Latent Chain-of-Thought Alignment
    Guan Wang, Biyu Zhou, Xuehai Tang, Jizhong Han, Songlin Hu

  • ART: Attention Replacement Technique to Improve Factuality in LLMs
    Ziqin Luo, Yihao Quan, Xiaofeng Zhang, Xiaosong Yuan, Chen Shen

  • More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters
    Guan Wang, Xuehai Tang, Biyu Zhou, Jizhong Han, Songlin Hu

  • ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering
    Marianne Menglin Liu, Daniel Garcia, Fjona Parllaku, Vikas Upadhyay, Fahad Shah, Dan Roth

  • PRInTS: Reward Modeling for Long-Horizon Information Seeking
    Jaewoo Lee, Archiki Prasad, Justin Chen, Zaid Khan, Elias Stengel-Eskin, Mohit Bansal

  • Follow the Flow: On Information Flow Across Textual Tokens in Text-to-Image Models
    Guy Kaplan, Michael Toker, Yuval Reif, Yonatan Belinkov, Roy Schwartz

  • Skill-Aware Data Selection and Fine-Tuning for Data-Efficient Reasoning Distillation
    Lechen Zhang, Yunxiang Zhang, Wei Hu, Lu Wang

  • Fiction Flows: A Replication and Reinterpretation of Narrative Sequentiality
    Andrew Piper, Sil Hamilton, Haiqi Zhou, Federico Pianzola

  • Conjunctive Prompt Attacks in Multi-Agent LLM Systems
    Nokimul Hasan Arif, Qian Lou, Mengxin Zheng

  • Evaluating Visual Narrative Coherence in Story Visualization via Diversified Storylines
    Minha Jhang, Kyeongman Park, Hyukhun Koh, Kyomin Jung

  • Rethinking the Idiomaticity Decomposability Hypothesis: Evidence from Distributional Learning
    Maggie Mi, Golzar Atefi, Atsuki Yamaguchi, Felix Gers, Aline Villavicencio, Nafise Sadat Moosavi

  • KinyaProp: Fine-Grained Propaganda Annotation in Kinyarwanda
    Manzi Fabrice Niyigaba, Ivory Yang, Soroush Vosoughi

  • Revisiting Audio-language Pretraining for Learning General-purpose Audio Representation
    Wei-Cheng Tseng, Xuanru Zhou, Mingyue Huo, Yiwen Shao, Hao Zhang, Dong Yu

  • Trajectory Signatures of Deception in Large Language Models
    Viraaji Mothukuri, Reza M. Parizi

  • Improving the Distributional Alignment of LLMs using Supervision
    Gauri Kambhatla, Sanjana Gautam, Angela Zhang, Alexander Liu, Ravi Srinivasan, Junyi Jessy Li, Matthew Lease

  • Experiments or Outcomes? Probing Scientific Feasibility in Large Language Models
    Seyedali Mohammadi, Manas Gaur, Francis Ferraro

  • SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models
    Huy Nghiem, Advik Sachdeva, Hal Daumé III

  • GameplayQA: A Benchmarking Framework for Decision-Dense POV-Synced Multi-Video Understanding of 3D Virtual Agents
    Yunzhe Wang, Runhui Xu, Kexin Zheng, Tianyi Zhang, Jayavibhav Kogundi, Soham Hans, Volkan Ustun

  • DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality
    Yukun Huang, Leonardo F. R. Ribeiro, Momchil Hardalov, Bhuwan Dhingra, Markus Dreyer, Venkatesh Saligrama

  • R1-RE: Cross-Domain Relation Extraction with RLVR
    Runpeng Dai, Tong Zheng, Run Yang, Kaixian Yu, Hongtu Zhu

  • Training LLMs for Divide-and-Conquer Reasoning Elevates Test-Time Scalability
    Xiao Liang, Zhong-Zhi Li, Zhenghao Lin, Eric Hanchen Jiang, Hengyuan Zhang, Yelong Shen, Kai-Wei Chang, Ying Nian Wu, Yeyun Gong, Weizhu Chen

  • ClaimDB: A Fact Verification Benchmark over Large Structured Data
    Michael Theologitis, Preetam Prabhu Srikar Dammu, Chirag Shah, Dan Suciu

  • PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media
    Zoher Kachwala, Bao Tran Truong, Rasika Muralidharan, Haewoon Kwak, Jisun An, Filippo Menczer

  • What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning
    Yaning Jia, Chunhui Zhang, Xingjian Diao, Xiangchi Yuan, Zhongyu Ouyang, Chiyu Ma, Soroush Vosoughi

  • CASS: Nvidia to AMD Transpilation with Data, Models, and Benchmark
    Ahmed Heakl, Gustavo Bertolo Stahl, Sarim Hashmi, Seung Hun Eddie Han, Mukul Ranjan, Arina Kharlamova, Salman Khan, Abdulrahman Mahmoud

  • SAHM: A Benchmark for Arabic Financial and Shari’ah-Compliant Reasoning
    Rania Elbadry, Sarfraz Ahmad, Ahmed Heakl, Dani Bouch, Momina Ahsan, Muhra AlMahri, Marwa Elsaid khalil, Yuxia Wang, Salem Lahlou, Sophia Ananiadou, Veselin Stoyanov, Jimin Huang, Xueqing Peng, Preslav Nakov, Zhuohan Xie

  • Confident, Calibrated, or Complicit: Safety Alignment and Ideological Bias in LLM Hate Speech Detection
    Sanjeevan Selvaganapathy, Mehwish Nasim

  • Aligning Large Language Models via Fully Self-Synthetic Data
    Shangjian Yin, Zhepei Wei, Xinyu Zhu, Wei-Lin Chen, Yu Meng

  • Corpus-Dependent Subcharacter Encoding via HMM-Guided Code Assignment
    Tatsuya Hiraoka

  • DRInQ: Evaluating Conversational Implicature with Controlled Context Variation
    Hirona Arai, Xiang Ren

  • From Individual to Common: An Early Exploration of Consensus in Non-verifiable Data for Balanced Preference Optimization
    Shangjian Yin, Zhouxing Shi

  • RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning
    Xiang Gao, Yuguang Yao, Qi Zhang, Kaiwen Dong, Avinash Baidya, Ruocheng Guo, Hilaf Hasson, Kamalika Das

  • GAM: Hierarchical Graph-based Agentic Memory for LLM Agents
    Zhaofen Wu, Hanrong Zhang, Fulin Lin, Wujiang Xu, Xinran Xu, Yankai Chen, Henry Peng Zou, Shaowen Chen, Weizhi Zhang, Xue Liu, Philip S. Yu, Hongwei Wang

  • CypherSmith: Transforming Text-to-Cypher Generation for LLMs with Synthetic Data
    Zeyu Zhang, Kexuan Sun, Zheng Tang, Jens-S. Vöckler, Thien Huu Nguyen, Thuy Vu

  • New Terms, New Toxicity: Consensus-based Chinese Neologism Toxicity Detection via Search-Augmented LLMs
    Shiyao Cui, QingLin Zhang, Di Wang, Yida Lu, Zhexin Zhang, Jinhua Gao, Jinglin Yang, Min He, Han Qiu, Minlie Huang

  • ATGL: An Adaptive-Threshold Global Loss for Document-level Relation Extraction
    Huangming Xu, Fu Zhang, Zhixuan Yang, Lu Zhang, Jingwei Cheng

  • L2Dir: Integrating L₂-Norm and Directional Alignment for Unsupervised Contrastive Representation Learning in Multimodal Retrieval
    Tianyu Zong, Rui Dai, Hongzhu Yi, Yuanxiang Wang, Zhenghao Zhang, Zhenyu Guan, Yujia Yang, Bingkang Shi, Yueyang Ding, Xiangxiang Chu, Kaikui Liu, Jungang Xu

  • Towards Intrinsic Interpretability of Large Language Models: A Survey of Design Principles and Architectures
    Yutong Gao, Qinglin Meng, Yuan Zhou, Liangming Pan

  • ScholaWrite: A Dataset of End-to-End Scholarly Writing
    Khanh Chi Le, Linghe Wang, Minhwa Lee, Ross Volkov, Luan Tuyen Chau, Dongyeop Kang

  • What Deserves Memory: Adaptive Memory Distillation for LLM Agents
    Wenquan Ma, Jiayan Nan, Wenlong Wu

  • SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework for Automated ESI Prediction
    Enming Wang, Jianlei Wang

  • MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models
    Chenyang Gu, Jiahao Cheng, Meicong Zhang, Pujun Zheng, Jinquan Zheng, Guoxiu He

  • CaBSALLM: Efficient Context-Aware Batch Annotation of Conversational Streams with Large Language Models
    Mohammadsadegh Abolhasani, Reza Mousavi, Paul Jen-Hwa Hu

  • WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization
    Kunpeng Kang, Shuaimin Li, Kaiyuan Zhang, Luyang Zhang, Jiasheng Si, Bing Xu, Kehai Chen, Muyun Yang, Wenpeng Lu

  • From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability
    Qingqing Yang, Haijiang Liu, Moyan Li

  • TrustTable: A Neuro-Symbolic Auditing Framework for Faithful Table QA
    Guangzhen Zhao, Dechang Kong, Tongyu Wu, Zhenjiang Dong

  • Lizard: An Efficient Linearization Framework for Large Language Models
    Van Chien Nguyen, Huy Nguyen, Ruiyi Zhang, Hanieh Deilamsalehy, Puneet Mathur, Viet Lai, Haoliang Wang, Jayakumar Subramanian, Ryan A. Rossi, Trung Bui, Nikos Vlassis, Franck Dernoncourt, Thien Huu Nguyen

  • TPS-Bench: Evaluating AI Agents’ Tool Planning & Scheduling Abilities in Compounding Tasks
    Hanwen Xu, Xuyao Huang, Yuzhe Liu, Zhijie Deng

  • S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models
    Feng Jiang, Zhiyu Lin, Yiyang Liu, Liumeng Xue, Fan Bu, Yuhao Du, Xiangying Chen, Benyou Wang, Haizhou Li

  • Can LLM Safety Be Ensured by Constraining Parameter Regions?
    Zongmin Li, Jian Su, Farah Benamara, Aixin Sun

  • CityVG: Contrastive Fine-Tuning and Reward-Based Chain-of-Thought Reasoning for Zero-Shot City-Scale 3D Visual Grounding
    Jianjun Zhang, Hanli Wang

  • E2EDev: Benchmarking Large Language Models in End-to-End Software Development Task
    Jingyao Liu

  • Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers
    Xin Chen, Feng Jiang, Yiqian Zhang, Hardy Chen, Shuo Yan, Wenya Xie, Min Yang, Shujian Huang

  • Utility-Oriented Visual Evidence Selection for Multimodal Retrieval-Augmented Generation
    Weiqing Luo, Zongye Hu, Xiao Wang, Zhiyuan Yu, Haofeng Zhang, Ziyi Huang

  • Mitigating Selection Bias in Large Language Models via Permutation-Aware GRPO
    Jinquan Zheng, Jia Yuan, Jiacheng Yao, Chenyang Gu, Pujun Zheng, Guoxiu He

  • KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering
    Zhiyang Li, Ao Ke, Yukun Cao, Xike Xie

  • Reinforcement Learning–Guided Adaptive Tuning for Out-of-Distribution Harmful Text Detection
    Mengyu Xiang, Tinghao Chen, Boxu Han, Qiudan Li, Shu Wu, Daniel Dajun Zeng

  • SOAR: Supervision from Observation for Agentic Reinforcement Learning
    Meng Li, Lei Li, Xiting Wang, Yi Yuan, Zheng Wei, Jiang Bian, Zang Li

  • Business as Rulesual: A Benchmark and Framework for Business Rule Flow Modeling with LLMs
    Chen Yang, Ruping Xu, Ruizhe Li, Bin Cao, Jing Fan

  • Specializing Large Models for Oracle Bone Script Interpretation via Component-Grounded Multimodal Knowledge Augmentation
    Jianing Zhang, Runan Li, Honglin Pang, Ding Xia, Zhou Zhu, Qian Zhang, Chuntao Li, Xi Yang

  • HyperMem: Hypergraph Memory for Long-Term Conversations
    Juwei Yue, Chuanrui Hu, Jiawei Sheng, Zuyi Zhou, Wenyuan Zhang, Tingwen Liu, Li Guo, Yafeng Deng

  • LeLoRA: Learnable Low-Rank Adaptation of Large Language Models
    Xiaoling Zhou, Mingjie Zhang, Zhemg Lee, Wei Ye, Shikun Zhang

  • Gated Tree Cross-Attention for Checkpoint-Compatible Syntax Injection in Decoder-Only LLMs
    Xinyu Gao, Shaonan Wang, Li Zhao, Nai Ding

  • DiningBench: A Hierarchical Multi-view Benchmark for Perception and Reasoning in the Dietary Domain
    Song Jin, Juntian Zhang, Xun Zhang, Zeying Tian, Fei Jiang, Guojun Yin, Wei Lin, Yong Liu, Rui Yan

  • Octopus: Gated Selective Attention for Memory-Bounded Long-Context Inference in Large Language Models
    Van-Chien Nguyen, Ryan A. Rossi, Linh Ngo, Franck Dernoncourt, Thien Nguyen

  • SAME: Safety-Aware Model Editing Guided by Safety Transformation
    Jiayi Wang, Shipeng Wang, Ji Wu, Jian Sun

  • Where the Cat Sat: A Multilingual Framework for Spatial Language Understanding
    Demian Inostroza, Ekaterina Vylomova, Charles Kemp, Mae Carroll, Wanchun Li, Meladel Mistica

  • LCMA-SRT: Language-Conditional Mixture-of-Experts Adapters for Joint Multilingual Speech Recognition and Translation
    Nanjie Li, Xiaoyong Guo, Hao Huang, Xu Haihua, Wei Shi

  • DefGen-Bench: A Benchmark for Chinese Criminal Defence Opinion Generation in LegalAI
    Senbo Zhang, Qiqi Wang, Fanghao Lou, Guanyu Chen, Yihong Pan, Huijia Li, Qian Liu

  • Escaping the Echo Trap: On Credit Assignment Failure in Multi-turn LLM Self-Reflection
    Linxuan Du, Guangquan Xue, Xiaobo Liang, Qipeng Huang, Yuyang Ding, Xinyu Shi, Yijun Zhang, Ji Qi, Wenpeng Zhu, Juntao Li, Min Zhang

  • ARF-RLHF: Adaptive Reward-Following for RLHF through Emotion-Driven Self-Supervision and Trace-Biased Dynamic Optimization
    Yuxuan Zhang

  • SMART: Evaluating LLMs’ Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark
    Yujie Hou, Mei Wang, Yaoyao Zhong, Ting Zhang, Xuetao Ma, Hua Huang

  • Decentralized Arena: Towards Democratic and Scalable Automatic Evaluation of Language Models
    Yanbin Yin, Kun Zhou, Zhen Wang, Xiangdong Zhang, Yifei Shao, Shibo Hao, Yi Gu, Jieyuan Liu, Somanshu Singla, Tianyang Liu, Eric P. Xing, Zhengzhong Liu, Haojian Jin, Zhiting Hu

  • LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation
    Siqing Song, Chuang Wang, Yong Lang, Yi Yang, Xu-Yao Zhang

  • SeDev: Structured Semantic Exploration for LLM-Driven Code Generation
    Ronghui Yang, Jie Liu, Jiajie Zeng, Jiexin Wang, Jiuchuan Jiang, Bo An, Yi Cai, Mengchen Zhao

  • EVM-QuestBench: An Execution-Grounded Benchmark for Natural-Language Transaction Code Generation
    Pei Yang, Wanyi Chen, Ke Wang, Lynn Ai, Eric Yang, Tianyu Shi

  • TIGER: Text-Informed Generalized Enzyme-Reaction Retrieval
    Yuhang Zhang, Keyan Ding, Peilin Chen, Han Liu, Can Lin, Ruixi Chen, Shiqi Wang, Qi Song

  • MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding
    Fuwen Luo, Shengfeng Lou, Chi Chen, Ziyue Wang, Chenliang Li, Weizhou Shen, Jiyue Guo, Peng Li, Ming Yan, Ji Zhang, Fei Huang, Yang Liu

  • User Perceptions vs. Proxy LLM Judges: Privacy and Helpfulness in LLM Responses to Privacy-Sensitive Scenarios
    Xiaoyuan Wu, Roshni Kaushik, Wenkai Li, Lujo Bauer, Koichi Onoue

  • HARPO: Hierarchical Agentic Reasoning for User-Aligned Conversational Recommendation
    Subham Raj, Aman Vaibhav Jha, Mayank Anand, Sriparna Saha

  • HARPO: Hierarchical Agentic Reasoning for User-Aligned Conversational Recommendation
    Subham Raj, Aman Vaibhav Jha, Mayank Anand, Sriparna Saha

  • ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants
    Pei Wang, Yanan Wu, Xiaoshuai Song, Weixun Wang, Gengru Chen, zhongwen Li, Kezhong Yan, Qi Liu, Ken Deng, Shuaibing Zhao, Shaopan Xiong, Xuepeng Liu, Xuefeng Chen, Wanxi Deng, Wenbo Su, Bo Zheng

  • NL → Schedule: Evaluate Multitask Scheduling Capability of Large Language Models
    Wenrui Liao, Weihong Du, Yi Li, Hongru Liang, Wenqiang Lei

  • Challenging the Explanation Based on Preceding Tokens: Discovering Transferable Non-Literal Biasing
    Yuchen Huang, Junpeng Zhang, Quanshi Zhang

  • SLICEFORMER: Static Program Slicing Using Language Models With Dataflow-Aware Pretraining and Constrained Decoding
    Pengfei He, Shaowei Wang, Tse-Hsun Chen, Muhammad Asaduzzaman

  • SCOPE: Boosting LLM Efficiency with Scoped Position Encoding
    Qingguo Qi, Hongyang Chen, Zhao Li

  • Debate-of-Thoughts: Resolving Knowledge Conflicts in LLMs Through Internal Deliberation
    Guocong Li, Qirui Hu, Ping Wang, Guofeng Zhang, Jian Wu, Hongxia Xu

  • Projecting Out the Malice: A Global Subspace Approach to LLM Detoxification
    Zenghao Duan, Zhiyi yin, Zhichao Shi, Liang Pang, Shaoling Jing, Zihe Huang, Jiayi Wu, Yu Yan, Jingcheng Deng, Huawei Shen, Xueqi Cheng

  • From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models
    Ziyan Wang, Enmao Diao, Qi Le, Pu Wang, Minwoo Lee, Shu-ping Yeh, Evgeny Stupachenko, Hao Feng, Li Yang

  • Audio MultiChallenge: A Multi-Turn Evaluation of Spoken Dialogue Systems on Natural Human Interaction
    Advait Gosai, Tyler Vuong, Utkarsh Tyagi, Steven Li, Wenjia You, Miheer Bavare, Arda Uçar, Zhongwang Fang, Brian Jang, Bing Liu, Yunzhong He

  • GenomeQA: Benchmarking General Large Language Models for Genome Sequence Understanding
    Weicai Long, Yusen Hou, Junning Feng, Houcheng Su, Shuo Yang, Donglin Xie, Yanlin Zhang

  • VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
    Honghao Fu, Miao Xu, Yiwei Wang, Dailing Zhang, Jun Liu, Yujun Cai

  • Massively Multilingual Joint Segmentation and Glossing
    Michael Ginn, Lindia Tjuatja, Enora Rice, Ali Marashian, Maria Valentini, Jasmine Xu, Graham Neubig, Alexis Palmer

  • TexOCR: Advancing Document OCR Models for Compilable Page-to-LaTeX Reconstruction
    Chengye Wang, Lin Fu, Zexi Kuang, Yilun Zhao

  • If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs
    Siqi Fan, Xiusheng Huang, Yiqun Yao, Xuezhi Fang, Kang Liu, Peng Han, Shuo Shang, Aixin Sun, Yequan Wang

  • Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
    Runxuan Liu, Xianhao Ou, Xinyan Ma, Jiyuan Wang, Jiafeng Liang, Jiaqi Li, Tao He, Zheng Chu, Rongchuan Mu, Zekun Wang, Baoxin Wang, Dayong Wu, Ming Liu, Shijin Wang, Guoping Hu, Bing Qin

  • LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient
    Peiwen Yuan, Shaoxiong Feng, Yiwei Li, Xinglin Wang, Yueqi Zhang, Jiayi Shi, Chuyi Tan, Boyuan Pan, Yao Hu, Kan Li

  • COSMOS: Connectivity-Oriented Submodular Maximization for Optimal Subgraph Retrieval
    Boci Peng, Xiao Liu, Boren Hu, Yun Zhu, Xuanbo Fan, Yanwei Yue, Chunyu Yang, Yan Zhang

  • Attn-GS: Attention-Guided Context Compression for Efficient Personalized LLMs
    Shenglai Zeng, Tianqi Zheng, Chuan Tian, Dante Everaert, Yau-Shian Wang, Yupin Huang, Michael J. Morais, Rohit Patki, Jinjin Tian, Xinnan Dai, Kai Guo, Monica Xiao Cheng, Hui Liu

  • Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation Extraction
    Aunabil Chakma, Mihai Surdeanu, Eduardo Blanco

  • DUD: Decoupled Update Dynamics for Reliable Uncertainty Quantification in Large Language Models
    Yixin Bu, Runze Xia, Guanyun Zou, Yupeng Ji, Hongliang Dai, Haodong Liu, Piji Li

  • LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation
    Weikang Yuan, Kangsong Song, Zhuoren Jiang, Junjie Cao, Yujie Zhang, Jun Lin, Kun Kuang, Ji Zhang, Xiaozhong Liu

  • METER: Evaluating Multi-Level Contextual Causal Reasoning in Large Language Models
    Pengfeng Li, Chen Huang, Chaoqun Hao, Hongyao Chen, Xiao-Yong Wei, Wenqiang Lei, See-Kiong Ng

  • PersonalAlign: Hierarchical Implicit Intent Alignment for Personalized GUI Agent with Long-Term User-Centric Records
    Yibo Lyu, Gongwei Chen, Rui Shao, Weili Guan, Liqiang Nie

  • Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning
    Tianyi Men, Zhuoran Jin, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

  • “Excuse me, may I say something…” CoLabScience, A Proactive AI Assistant for Biomedical Discovery and LLM-Expert Collaborations
    Yang Wu, Jinhong Yu, Jingwei Xiong, Zhimin Tao, Xiaozhong Liu

  • Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation
    Weisi Liu, Guangzeng Han, Xiaolei Huang

  • SAD: A Large-Scale Strategic Argumentative Dialogue Dataset
    YongKang Liu, Jiayang Yu, Mingyang Wang, Yiqun Zhang, Ercong Nie, Shi Feng, Daling Wang, Kaisong Song, Hinrich Schuetze

  • PICTURE: Enhancing Theory-of-Mind in Large Language Models by Revealing, Not Hiding, Characters’ Lack of Knowledge
    Eojin Jeon, SangKeun Lee

  • Union-of-Experts: Neurons in Mixture-of-Experts are Secretly Routers
    Songhao Wu, Ang Lv, Ruobing Xie, Xingwu Sun, Di Wang, Rui Yan, Yankai Lin

  • ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework
    Kai Qin, Liangxin Liu, Yu Liang, Longzheng Wang, Yan Wang, Yueyang Zhang, Long Xia, Zhiyuan Sun, Houde Liu, Daiting Shi

  • SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL
    Harper Hua, Zhen Han, Zhengyuan Shen, Meng-Chieh Lee, Patrick Guan, Qi Zhu, Sullam Jeoung, Yueyan Chen, Yunfei Bai, Shuai Wang, Vassilis Ioannidis, Huzefa Rangwala

  • Bootstrapping Code Translation with Weighted Multilanguage Exploration
    Yuhan Wu, Huan Zhang, Wei Cheng, Chen Shen, Jingyue Yang, Wei Hu

  • Flow-Based Page Unique Semantic Mapping Architecture for Document Visual Question Answering
    Haosen Wang, Jing Xiao, Chaochao Duf, Xiaowang Zhang, Zhiyong Feng

  • Pub-LawBench: Public-Oriented Benchmarking for LegalAI
    Qiaoyu Zheng, Zehan Ma, Yijing Zhang, Qiqi Wang, Huijia Li, Qian Liu

  • SWAN: Semantic Watermarking with Abstract Meaning Representation
    Ziping Ye, Gourab Dey, Christos Christodoulopoulos, Charith Peris, Anil Ramakrishna, Weitong Ruan, Aram Galstyan, Kai-Wei Chang, Rahul Gupta, Ninareh Mehrabi

  • Turning Failures into Value: Negative Experience Replay for RLVR via Confidence Gating and Boundary Failure Sampling
    Jialiang Guo, Fucheng Xiong, Xu He, Haodong Zhao, Xingyang Li, Ke Zeng, Xunliang Cai

  • LazyEviction: Lagged KV Eviction with Attention Pattern Observation for Efficient Long Reasoning
    Haoyue Zhang, Hualei Zhang, Xiaosong Ma, Jie Zhang, Song Guo

  • Diversity in Unity, Theory in Practice: Hierarchical Multitask Benchmarks for Chinese Minority Languages
    Yijie Li, Xi Cao, Yuan Sun, Quulgan Minggad, Abdulla Ablikim, JiaQingCaiWang

  • LangSAE Editing: Improving Multilingual Information Retrieval via Post-hoc Language Identity Removal
    Dongjun Kim, Jeongho Yoon, Chanjun Park, Heuiseok Lim

  • Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation
    Siddhant Bhambri, Upasana Biswas, Subbarao Kambhampati

  • SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference
    Cuong Chi Le, Minh V.T. Pham, Tung D. Vu, Van Duc Cuong, Phan Nhật Huy, Phan Nhat Hoang, Tien N. Nguyen

  • Memorization, Emergence, and Explaining Reversal Failures: A Controlled Study of Relational Semantics in LLMs
    Yihua Zhu, Qianying Liu, Jiaxin Wang, Fei Cheng, Chaoran Liu, Akiko Aizawa, Sadao Kurohashi, Hidetoshi Shimodaira

  • Framing Political Bias in Multilingual LLMs Across Pakistani Languages
    Afrozah Nadeem, Mark Dras, Usman Naseem

  • InsAT: Instance-aware Semantic Alignment and Transfer from Human–Object Keypoints for Zero-to-Few-shot Action Understanding
    Kazuki Tsutsukawa

  • Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortion Detection
    Jun Seo Kim, Hyemi Kim, Woo Joo Oh, Hongjin Cho, Hochul Lee, Hye Hyeon Kim

  • CʜAIRO: Contextual Hierarchical Analogical Induction and Reasoning Optimization for LLMs
    Haotian Lu, Yuchen Mou, Bingzhe Wu

  • Test of Time: Rethinking Temporal Signal of Benchmark Contamination
    Terry Jingchen Zhang, Gopal Dev, Ning Wang, Max Obreiter, Wenyuan Jiang, Punya Syon Pandey, Keenan Samway, Yinya Huang, Bernhard Schölkopf, Mrinmaya Sachan, Zhijing Jin

  • An Existence Proof for Neural Language Models That Can Explain Garden-Path Effects via Surprisal
    Ryo Yoshida, Shinnosuke Isono, Taiga Someya, Yohei Oseki, Tatsuki Kuribayashi

  • How Context Shapes Truth: Geometric Transformations of Statement-level Truth Representations in LLMs
    Shivam Adarsh, Maria Maistro, Christina Lioma

  • Mitigating Tokenization-Induced Distance Distortion in Long-Context Multilingual Machine Translation
    Khotso Selialia, Antoine Nzeyimana, Fatima M. Anwar

  • Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio
    Kaixiong Gong, Kaituo Feng, Bohao Li, Yibing Wang, Mofan Cheng, Shijia Yang, Jiaming Han, Benyou Wang, Yutong Bai, Zhuoran Yang, Xiangyu Yue

  • Reasoning Hijacking: The Fragility of Reasoning Alignment in Large Language Models
    Yuansen Liu, Yixuan Tang, Anthony Kum Hoe Tung

  • The Dominance of Text Space: Unveiling the Asymmetric Nature of Cross-Modal Alignment in Large Language Models
    Linqing Chen, Hanmeng Zhong, Wentao Wu, Peng Zhou

  • Towards Explainable Diagnosis: A Self-learned Explanatory Knowledge Base Approach
    Dongqi Huang, Tong Zhou, Zhuoran Jin, Shenghui Shi, Yujiao Mao, Kang Liu, Jun Zhao, Yubo Chen

  • WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback
    Taiwei Shi, Zhuoer Wang, Longqi Yang, Ying-Chun Lin, Zexue He, Mengting Wan, Pei Zhou, Sujay Kumar Jauhar, Sihao Chen, Shan Xia, Hongfei Zhang, Jieyu Zhao, Xiaofeng Xu, Xia Song, Jennifer Neville

  • SSG: Logit-Balanced Vocabulary Partitioning for LLM Watermarking
    Chenxi Gu, Xiaoning Du, John Grundy

  • PaT: Planning-after-Trial for Efficient Test-Time Code Generation
    Youngsik Yoon, Sungjae Lee, Seockbean Song, Siwei Wang, Wei Chen, Jungseul Ok

  • Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models
    Yinan Liu, Dongying Lin, Sigang Luo, Xiaochun Yang, Bin Wang

  • Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems
    Yilun Zhao, Jinbiao Wei, Tingyu Song, Siyue Zhang, Chen Zhao, Arman Cohan

  • The Role of Mixed-Language Documents for Multilingual Large Language Model Pretraining
    Jiandong Shao, Raphael Tang, Crystina Zhang, Karin Sevegnani, Pontus Stenetorp, Jianfei Yang, Yao Lu

  • ARCHITECT: Uncertainty-Aware Dynamic Tool Learning via Causal Intervention for Open-World Agents
    Wang Zhangyi, Jiexiang Xu, Bingnan Yu, Li Zongze

  • ES4R: Speech Encoding Based on Prepositive Affective Modeling for Empathetic Response Generation
    Zhuoyue Gao, Xiaohui Wang, Xiaocui Yang, Wen Zhang, Daling Wang, Shi Feng, Yifei Zhang

  • MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents
    DongmingJiang, Yi Li, Guanpeng Li, Bingzhe Li

  • The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning
    Renmiao Chen, Yida Lu, Shiyao Cui, Xuan Ouyang, Victor Shea-Jay Huang, Shumin Zhang, Chengwei Pan, Han Qiu, Minlie Huang

  • Action Boundary Blindness: When LLM Agents Cannot Tell Where One Action Ends and Another Begins
    Wang Zhangyi, Bingnan Yu, Jiexiang Xu, Li Zongze

  • Verbal-R3: Verbal Reranker as the Missing Bridge between Retrieval and Reasoning
    Sangkwon Park, Donghun Kang, Jisoo Mok, Sungroh Yoon

  • IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation
    Yinghao Tang, Xueding Liu, Boyuan Zhang, Tingfeng Lan, Yupeng Xie, Jiale Lao, Yiyao Wang, Haoxuan Li, Tingting Gao, Bo Pan, Luoxuan Weng, Xiuqi Huang, Minfeng Zhu, Yingchaojie Feng, Yuyu Luo, Wei Chen

  • ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection
    He Geng, Yangmin Huang, Lixian Lai, Qianyun Du, Hui Chu, Zhiyang He, Jiaxue Hu, Xiaodong Tao

  • R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling
    Aijia Cheng, Kailong Wang, Ling Shi, Yongxin Zhao

  • From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis
    Zhi Zeng, Jiaying Wu, Minnan Luo, Di Zhang, Yifei Yang, Xiangzheng Kong, Herun Wan, Zihan Ma

  • Frozen LLMs are Native Decoders for High-Norm Semantic Vectors
    Yunsheng Zeng, Yongmei Tan

  • Enhancing Reinforcement Learning for Radiology Report Generation with Evidence-aware Rewards and Self-correcting Preference Learning
    Guoyan Liang

  • VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
    Jingkun Ma, Runzhe Zhan, Yang Li, Di Sun, Hou Pong Chan, Lidia S. Chao, Derek F. Wong

  • RISK: A Framework for GUI Agents in E-commerce Risk Management
    Renqi Chen, Zeyin Tao, Jianming Guo, Jingzhe Zhu, Yiheng Peng, Qingqing Sun, Tianyi Zhang, Shuai Chen

  • MiniRAG: A Lightweight RAG system with Small Language Models
    Tianyu Fan, Jingyuan Wang, Xubin Ren, Chao Huang

  • Glyph: Scaling Context Windows via Visual-Text Compression
    Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tan, Hongning Wang, Minlie Huang

  • TA-GRPO-d: Trajectory-Aware GRPO for Optimizing Denoising Trajectories in Diffusion LLMs
    Gyunyeop Kim, Sangwoo Kang

  • AG-GRPO: Answer-Guided GRPO for Masked Diffusion Language Models
    Juhyeong Kim, Gyunyeop Kim, Sangwoo Kang

  • Grammar as Control: Modular Language Generation for the Long Tail
    Ndapa Nakashole

  • MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks
    Junhao Ruan, Abudukeyumu Abudula, Bei Li, Yongjing Yin, Xinyu Liu, Kechen Jiao, Xin Chen, Jingang Wang, Xunliang Cai, Tong Xiao, JingBo Zhu

  • Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning
    Weiqin Wang, Yile Wang, Kehao Chen, Hui Huang

  • Beyond Markovian Forgetfulness: Episodic Memory for Reasoning-Intensive Retrieval
    Dohyeon Lee, Yeonseok Jeong, Seung-won Hwang

  • DUAL RM: Beyond Rule-based Preference Reward Modeling via Meta-Reward
    Xiaobo Liang, Wanfu Wang, Qipeng Huang, Yuyang Ding, Zecheng Tang, Yixin Ji, Qianben Chen, Zhe Zhao, Kehai Chen, Juntao Li, Min Zhang

  • Evolutionary Negative Module Pruning for Better LoRA Merging
    Anda Cao, Zhuo Gou, Yi Wang, Kaixuan Chen, Yu Wang, Can Wang, Mingli Song, Jie Song

  • Example Quality Matters: Multi-Aspects Example Augmentation for Private Library Programming
    Yuhao Li, Haifeng Sun, Xuesong Zhang, Shu Yao, Haoyu Zheng, Yvchuan wang, Huazheng Wang, Zirui Zhuang, Qi Qi, Jianxin Liao, Jingyu Wang

  • Resonating with RoPE: Spectral Quantization for High-Fidelity Key Cache Compression
    Xuefei Wang, Haoyu Tang, Tianyuan Liang, Zhibin Wang, Yupeng Hu, Weili Guan

  • CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards
    Wei Tian, Yuhao Zhou, Man Lan

  • Adaptive Retrieval for Reasoning
    Jongho Kim, Jaeyoung Kim, Seung-won Hwang, Jihyuk Kim, Yu Jin Kim, Moontae Lee

  • On Emergent Social World Models — Evidence for Functional Integration of Theory of Mind and Pragmatic Reasoning in Language Models
    Polina Tsvilodub, Jan-Felix Klumpp, Amir Mohammadpour, Jennifer Hu, Michael Franke

  • ToolOmni: Enabling Open-World Tool Use via Agentic learning with Proactive Retrieval and Grounded Execution
    Shouzheng Huang, Meishan Zhang, Baotian Hu, Min Zhang

  • From TDMA to CDMA: A Multi-bit Watermark for Diffusion Language Models
    Baizhou Huang, Xiaojun Wan

  • LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning
    Zerui Chen, Qinggang Zhang, Zhishang Xiang, Zhimin Wei, Linfeng Gao, Xiao Huang, Zhihong Zhang, Jinsong Su

  • Characterizing the Expressivity of Local Attention in Transformers
    Jiaoda Li, Ryan Cotterell

  • TH-RAG : Topic-Based Hierarchical Knowledge Graphs for Robust Multi-hop Reasoning in Graph-based RAG Systems
    JungHyoun Kim, Soohyeong Kim, SeokJun Hwang, JeongHyeon Park, YongSuk Choi

  • Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation
    Huije Lee, Jisu Shin, Hoyun Song, Changgeon Ko, Jong C. Park

  • DiVE: Decoupling Intra-layer Visual Evidence for Mitigating Hallucinations in Large Vision-Language Models
    Xinwei Li, Li Lin, Hui Jiao, Li Yao, Tien-Tsin Wong, Hanqian Wu

  • Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents
    Muyu He, Anand Kumar, Soumyadeep Bakshi, James Zou, Nazneen Rajani

  • Efficient Process Reward Modeling via Contrastive Mutual Information
    Nakyung Lee, Sangwoo Hong, Jungwoo Lee

  • R³: End-to-End Reasoning-based Planning for Multi-step Retrosynthesis via Reinforcement Learning
    YiFei Wang, Qizhi Pei, Jiangtao Feng, Yuntian Shi, Yi Duan, Lihao Wang, Lei Bai, Lijun Wu, Wei-Ying Ma, Hao Zhou

  • Execution as Verification: Fine-Grained Self-Correcting Reasoning for Complex KBQA
    Minghan Zhang, Zhen Yang, Haodong Zou, Jie Chen, Zhen Duan, Shu Zhao

  • Zero-Shot Detection of LLM-Generated Text using Temperature Sensitivity
    Shixuan Ma, Jiahao Li, Zhendong Mao, Quan Wang

  • MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision
    Wenqi Yang, Jianjun Li, Zhibo Zhang, Mingqian Ding, Yushen Fang

  • Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards
    Tianhao Niu, Ziyu Han, Qiguang Chen, Shiqi Zhou, Baocai Shan, Hengjie Fang, Qingfu Zhu, Wanxiang Che

  • Can Compact Language Models Search Like Agents? Distillation-Guided Policy Optimization for Preserving Agentic RAG Capabilities
    Rikuto Kotoge, Mai Nishimura, Jiaxin Ma

  • CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning
    Zhenpeng Su, Leiyu Pan, Minxuan Lv, Yuntao Li, Wenping Hu, Fuzheng Zhang, Kun Gai, Guorui Zhou

  • Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation
    Jiawei Zhou, Chi Zhang, Xiang Feng, Qiming Zhang, Haibo Qiu, Lihuo He, Dengpan Ye, Xinbo Gao, Jing Zhang

  • Revealing Procedural Reasoning Structures in Chain-of-Thought Training via Span-Level Gradient Organization
    Jia Liu, Jiaxin Luo, Weiwen Xu, Jonathan M. Garibaldi, Xiao-Kun Wu, Yixue Hao, Min Chen

  • StepHint: Multi-level Stepwise Hints Enhance Reinforcement Learning to Reason
    Kaiyi Zhang, Ang Lv, Jinpeng Li, Yongbo Wang, Feng Wang, Haoyuan Hu, Rui Yan

  • Social Dynamics as Critical Vulnerabilities that Undermine Objective Decision-Making in LLM Collectives
    Changgeon Ko, Jisu Shin, Hoyun Song, Huije Lee, Eui Jun Hwang, Jong C. Park

  • FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation
    Jinhee Jang, Juhwan Choi, Dongjin Lee, Seunguk Yu, YoungBin Kim

  • AdaDPI: Document-level Translation Adaptive Agent via Dynamic Parametric Internalization
    Hong Ren, Liting Deng, Shaolin Zhu, Deyi Xiong

  • Mitigating Over-Refusal in Aligned Large Language Models via Inference-Time Activation Energy
    Eric Hanchen Jiang, Weixuan Ou, Run Liu, Shengyuan Pang, Guancheng Wan, Ranjie Duan, Wei Dong, Kai-Wei Chang, XiaoFeng Wang, Ying Nian Wu, Xinfeng Li

  • Refining and Reusing Annotation Guidelines for LLM Annotation
    Kon Woo Kim, Jin-Dong Kim, Akiko Aizawa

  • Cross-Examination Framework: A Task-Agnostic Diagnostic for Information Fidelity in Text-to-Text Generation
    Tathagata Raha, Clement Christophe, Nada Saadi, Hamza A Javed, Marco AF Pimentel, Ronnie Rajan, Praveenkumar Kanithi

  • AlignCultura: Towards Culturally Aligned Large Language Models?
    Gautam Siddharth Kashyap, Mark Dras, Usman Naseem

  • UPDESH: Synthesizing Grounded Instruction Tuning Data for 13 Indic Languages
    Pranjal Chitale, Varun Gumma, Sanchit Ahuja, Prashant Kodali, Manan Uppadhyay, Deepthi Sudharsan, Sunayana Sitaram

  • Dynamic Generation of Multi LLM Agents Communication Topologies with Graph Diffusion Models
    Eric Hanchen Jiang, Levina Li, Frank Wan, Xiao Liang, Sophia Yin, Yuchen Wu, Xinfeng Li, Yizhou Sun, Wei Wang, Kai-Wei Chang, Ying Nian Wu

  • TaxPraBen: A Scalable Benchmark for Structured Evaluation of LLMs in Chinese Real-World Tax Practice
    Gang Hu, Yating Chen, Haiyan Ding, Wang Gao, Jiajia Huang, Min Peng, Qianqian Xie, Kun Yue

  • Think How to Think: Mitigating Overthinking with Autonomous Difficulty Cognition in Large Reasoning Models
    Yongjiang Liu, Haoxi Li, Xiaosong Ma, Jie Zhang, Song Guo

  • Theory-optimal Quantization Based on Flatness
    Xiusheng Huang, Zhe Li, Xuanwu Yin, Lu Wang, Yequan Wang, Dong Li, Emad Barsoum, Kang Liu

  • When Background Matters: Breaking Medical Vision Language Models by Transferable Attack
    Akash Ghosh, Subhadip Baidya, Sriparna Saha, Xiuying Chen

  • Tears or Cheers? Benchmarking LLMs via Culturally Elicited Distinct Affective Responses
    Chongyuan Dai, Yaling Shen, Jinpeng Hu, Zihan Gao, Jia Li, Yishun Jiang, Yaxiong Wang, Liu Liu, Zongyuan Ge

  • Emergent Misalignment via In-Context Learning: Narrow in-context examples can produce broadly misaligned LLMs
    Nikita Afonin, Nikita Andriianov, Vahagn Hovhannisyan, Nikhil Bageshpura, Kyle Liu, Kevin Zhu, Sunishchal Dev, Ashwinee Panda, Oleg Rogov, Elena Tutubalina, Alexander Panchenko, Mikhail Seleznyov

  • EvoRoute: Experience-Driven Self-Routing LLM Agent Systems
    Guibin Zhang, Haiyang Yu, Kaiming Yang, Bingli Wu, Fei Huang, Yongbin Li, Shuicheng YAN

  • Foresight Optimization for Strategic Reasoning in Large Language Models
    Jiashuo Wang, Duan Jiawen, Jian Wang, Kaitao Song, Chunpu Xu, Johnny K. W. Ho, Fenggang Yu, Johan F. Hoorn, Wenjie Li

  • DetectRL-X: Towards Reliable Multilingual and Real-World LLM-Generated Text Detection
    Junchao Wu, Yefeng Liu, Chenyu Zhu, Hao Zhang, Zeyu Wu, Tianqi Shi, Yichao Du, Longyue Wang, Weihua Luo, Jinsong Su, Derek F. Wong

  • ImmersiveTTS: Environment-Aware Text-to-Speech with Multimodal Diffusion Transformer and Domain-Specific Representation Alignment
    Jun-Hak Yun, Seung-Bin Kim, Seong-Whan Lee

  • When Efficiency Becomes a Vulnerability: Computational Cost Attacks on WebAgents
    Liangbo Ning, Yuchen Zhu, Heqing Huang, Xin Wang, Yi Chang, Qing Li, Wenqi Fan

  • Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting
    Siyuan Li, Yunjia Wu, Yiyong Xiao, Pingyang Huang, Peize Li, Ruitong Liu, Yan Wen, Te Sun

  • One-step Nonautoregressive Natural Language Generation with Shortcut Flow Matching Models
    Jędrzej Warczyński, Ondrej Dusek, Mateusz Lango

  • CodeRipple: Wavelet-Based Detection of LLM-Generated Code
    Xingyu Yao, Zhendong Mao, Quan Wang

  • PHOTON: Hierarchical Autoregressive Modeling for Lightspeed and Memory-Efficient Language Generation
    Yuma Ichikawa, Naoya Takagi, Takumi Nakagawa, Yuzi Kanazawa, Akira Sakai

  • CoMeT: Collaborative Memory Transformer for Efficient Long Context Modeling
    Runsong Zhao, Shilei Liu, Jiwei Tang, Langming Liu, Haibin Chen, Weidong Zhang, Yujin Yuan, Tong Xiao, Jingbo Zhu, Wenbo Su, Bo Zheng

  • CheckRLM: Effective Knowledge–Thought Coherence Checking in Retrieval-Augmented Reasoning
    Dingling Xu, Ruobing Wang, Qingfei Zhao, Yukun Yan, Zhichun Wang, Daren Zha, Shi Yu, Zhenghao Liu, Shuo Wang, Xu Han, Maosong Sun

  • CheckRLM: Effective Knowledge–Thought Coherence Checking in Retrieval-Augmented Reasoning
    Dingling Xu, Ruobing Wang, Qingfei Zhao, Yukun Yan, Zhichun Wang, Daren Zha, Shi Yu, Zhenghao Liu, Shuo Wang, Xu Han, Maosong Sun

  • CAMEC: Complexity-Aware Multi-Expert Collaboration for Reliable Chinese Medical Question Answering
    Yukang Wu, Xiyuan Jia, Jiayi Wu, HongChen Yu, Yuhan Qiu, Wu Guohua

  • SED-SFT: Selectively Encouraging Diversity in Supervised Fine-Tuning
    Yijie Chen, Yijin Liu, Fandong Meng

  • Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination
    Yangneng Chen, Junlin Li, Weijun Yao, Xilai Ma, Guodong DU, Wenya Wang, Jing Li

  • HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns
    Xintao Wang, Jian Yang, Weiyuan Li, Rui Xie, Jen-tse Huang, Jun Gao, Shuai Huang, Yueping Kang, Yuanli Guo, Hongwei Feng, Yanghua Xiao

  • Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering
    Shuliang Liu, Songbo Yang, Dong Fang, Sihang Jia, Yuqi Tang, Lingfeng Su, Ruoshui Peng, Yibo Yan, Xin Zou, Xuming Hu

  • v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound
    Zhengpeng Shi, Yanpeng Zhao, Jianqun Zhou, Yuxuan Wang, Qinrong Cui, Wei Bi, Songchun Zhu, Bo Zhao, Zilong Zheng

  • Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification
    Jiho Gwak, Yuchul Jung

  • Confidence Should Be Calibrated More Than One Turn Deep
    Zhaohan Zhang, Chengzhengxu Li, Xiaoming Liu, Chao Shen, Ziquan Liu, Ioannis Patras

  • NaviMaster: Learning a Unified Policy for GUI and Embodied Navigation Tasks
    Zhihao Luo, Wentao Yan, Jingyu Gong, Min Wang, Zhizhong Zhang, Xuhong Wang, Yuan Xie, Xin Tan

  • Frame-Semantic Knowledge Injection for Event-Level Inference in LLMs
    Shahid Iqbal Rai, Danilo Croce, Roberto Basili

  • Teaching LLMs Human-Like Editing of Inappropriate Argumentation via Reinforcement Learning
    Timon Ziegenbein, Maja Stahl, Henning Wachsmuth

  • FLAIR: Steering LLM Mathematical Problem Solving based on A Fuzzy-Logic-AssIsted Reasoner
    Hao Wu

  • QuDAR: Query-Wise Dual-Perspective Adaptive Retrieval
    Joeun Kim, Seunghyouk Yoon, Xuan-Bach Le, Youngeun Nam, Doyoung Kim, Hwanjun Song, Jae-Gil Lee

  • Exploring Cross-Client Memorization of Training Data in Large Language Models for Federated Learning
    Tinnakit Udsa, Can Udomcharoenchaikit, Patomporn Payoungkhamdee, Sarana Nutanong, Norrathep Rattanavipanon

  • Trait Activation in Silicon: A Situation-Aware Framework for Psychologically Grounded Role-Playing
    Zuolong Li, Pingyu Wu, Xianwen Huang, Tianyi Wei, Wenbo Zhou

  • SPARKLE: A Structured and Plug-and-play Agentic Retrieval Policy for Adaptive RAG Models
    Jinyuan Fang, Zaiqiao Meng, Craig Macdonald

  • G-IdiomAlign: A Gloss-Pivoted Benchmark for Cross-Lingual Idiom Alignment
    Fengying Ye, Yanming Sun, Runzhe Zhan, Lidia S. Chao, Zheqi Zhang, Derek F. Wong

  • SciCoQA: Quality Assurance for Scientific Paper–Code Alignment
    Tim Baumgärter, Iryna Gurevych

  • ImpRIF: Stronger Implicit Reasoning Leads to Better Complex Instruction Following
    Yuancheng Yang, Lin Yang, Xu Wang, Chao Tong, Haihua Yang

  • HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models
    Feiyu Zhao, Yiming Chen, Wenhuan Lu, Daipeng Zhang, Xianghu Yue, Jianguo Wei

  • ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering
    Francesco Maria Molfese, Luca Moroni, Ciro Porcaro, Simone Conia, Roberto Navigli

  • BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes
    Baichuan Huang, Ananth Balashankar, Amir Aminifar

  • JoPR: Joint Emotion Perception and Reasoning for Conversational Emotion Recognition
    Yumeng Fu, Weitao Huang, Junjie Wu, Hao Teng, Meishan Zhang, Bingquan Liu

  • Uncertainty-Aware Routing for Principled Alignment with MoE Dynamics
    Yilong Chen, Junyuan Shang, Yuchen Feng, Zhenyu Zhang, Naibin Gu, Ziqi Wang, Tingwen Liu, Shuohuan Wang, Yu Sun, Hua Wu, Haifeng Wang

  • S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview
    Guanqun Bi, Zhoufu Liu, Zhuang Chen, Dazhen Wan, Xiyao Xiao, Minlie Huang

  • More Aligned, Less Diverse? Analyzing the Grammar and Lexicon of Two Generations of LLMs
    Adrián Gude, Roi Santos-Rios, Francis Bond, Dan Flickinger, Carlos Gómez-Rodríguez, Olga Zamaraeva

  • MemCoRL: Alternating Co-Optimization of Memory Retrieval and Utilization via Collaborative Reinforcement Learning
    Yuewen Liu, Peng Xu, Muxi Diao, Anyi Zhang, Yang Li, Yutong Zhang

  • Fast and Accurate Fisher-Guided Quantization via Efficient Kronecker Factorization
    Viktoriia Chekalina, Timofey Gerasin, Andrey Kuznetsov, Evgeniy Frolov

  • Discovering a Shared Logical Subspace: Steering LLM Logical Reasoning via Alignment of Natural-Language and Symbolic Views
    Feihao Fang, My T. Thai, Yuanyuan Lei

  • One Refiner to Unlock Them All: Inference-Time Reasoning Elicitation via Reinforcement Query Refinement
    Yixiao Zhou, Dongzhou Cheng, Zhiliang Wu, Yi Yang, Yu Cheng, Hehe Fan

  • Why Does Reinforcement Learning Generalize? A Feature-Level Mechanistic Study of Post-Training in Large Language Models
    Dan Shi, Zhuowen Han, Simon Ostermann, Renren Jin, Josef van Genabith, Deyi Xiong

  • Polymorphic Universal Transformer
    Yilong Chen, Zitian Gao, Yihao Xiao, Jason Klein Liu, Xinyu Yang, Yifan Luo, Haoming Luo, Zhengmao Ye, Tingwen Liu, Ran Tao, Bryan Dai

  • Can Reasoning Path still be Effective as Input? Bridging Post-Reasoning to Chain-of-Thought Compression
    Chengzhengxu Li, Xiaoming Liu, Zhaohan Zhang, Shengchao Liu, Guoxin Ma, Yu Lan, Cong Wang, Chao Shen

  • REAL: REtrieval-reAsoning and Logic-constructed Attention Behaviors for Long-Context KV Cache Compression
    Mengjie Li, Yuan Feng, Xike Xie, William J. Song

  • From Where Words Come: Efficient Regularization of Code Tokenizers Through Source Attribution
    Pavel Chizhov, Egor Bogomolov, Ivan P. Yamshchikov

  • EmoS: A High‑Fidelity Multimodal Benchmark for Fine-grained Streaming Emotional Understanding
    Pengze Guo, Jingxi Liang, Zhiwen Xie, Qifeng Wang, Derek F. Wong

  • Surprisal Minimisation over Goal-directed Alternatives Predicts Production Choice in Dialogue
    Tom Utting, Mario Giulianelli, Arabella Sinclair

  • HowToNarrate: A General-Domain Benchmark for Synchronized Video Narration with External Knowledge
    Xueyan Wang, Dingyi Yang, Qin Jin

  • Putting HUMANS first: Efficient LAM Evaluation with Human Preference Alignment
    Woody Haosheng Gan, William Barr Held, Diyi Yang

  • Towards Fast and Accurate Modeling for Cross-Lingual Label Projection
    Thang Le, Huy Huu Nguyen, Anh Tuan Luu, Thamar Solorio, Thien Huu Nguyen

  • False Friends or Cognates? A Cross-lingual Semantic Ambiguity Evaluation for Galician, Portuguese and Spanish
    Marta Vázquez Abuín, Jose Camacho-Collados, Marcos Garcia

  • BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks
    Rui Miao, Yixin Liu, Yili Wang, Xu Shen, Yue Tan, Yiwei Dai, Shirui Pan, Xin Wang

  • Black-Box Membership Inference Attacks for Video Training Data in Multimodal Large Language Models
    Jinrui Wang, Zhenfeng Gao, Wendan Wang, Huili Wang, Zichen Qin, Linjie Zhu, Hongke Fu, Shangguang Wang, Tao Qi

  • Mitigating Safety Context Amnesia in Multimodal Reasoning Models via Intent-Guided Safety Reasoning
    Xiyao Dong, Guangsheng Cheng, YiLong Chen, Xiaojin Zhang, Kun He

  • On-policy Reinforcement Fine-tuning with Offline reward for Multi-step Embodied Planning
    Di Wu, Jiaxin Fan, Chloe Gu, Guanbo Wang, Wei Yin, Wenhao Li, Bo Jin

  • Please refuse to answer me! Mitigating Over-Refusal in Large Language Models via Adaptive Contrastive Decoding
    Yupeng Qi, Ziyu Lyu, Lixin Cui, Lu Bai, Feng Xia

  • Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations
    Xinyue Fang, Zhiliang Tian, Zhen Huang, Ziyi Pan, Zhihua Wen, Xi Wang, Quntian Fang, Dongsheng Li

  • ERCThinker: Fast-Slow Thinking for Emotion Recognition in Conversation
    Yumeng Fu, Weitao Huang, Junjie Wu, Hao Teng, Shouduo Shang, Meishan Zhang, Bingquan Liu

  • REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval
    Rishita Agarwal, Himanshu Singhal, Peter Baile Chen, Manan Roy Choudhury, Dan Roth, Vivek Gupta

  • Figure It Out: Improve the Frontier of Reasoning with Executable Visual States
    Meiqi Chen, Fandong Meng, Jie Zhou

  • MARCH: Multi-Agent Reinforced Check for Hallucination
    Zhuo Li, Yupeng Zhang, Pengyu Cheng, Jiajun Song, Mengyu Zhou, Hao Li, Shujie Hu, Yu Qin, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang

  • A Survey of Deep Learning for Geometry Problem Solving
    Jianzhe Ma, Wenxuan Wang, Qin Jin

  • ConsistRM: Improving Generative Reward Models via Consistency-Aware Self-Training
    Yu Liang, Liangxin Liu, Longzheng Wang, Yan Wang, Yueyang Zhang, Long Xia, Zhiyuan Sun, Daiting Shi

  • Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs
    Xuancheng Li, Haitao Li, Yujia Zhou, Yiqun Liu, Qingyao Ai

  • Zero-shot Large Language Models for Automatic Readability Assessment
    Riley Grossman, Yi Chen

  • NoisyCausal: A Benchmark for Evaluating Causal Reasoning Under Structured Noise
    Zhi Xu, Yun Fu

  • Chain-of-Thought as a Lens: Evaluating Structured Reasoning Alignment between Human Preferences and Large Language Models
    Boxuan Wang, Zhuoyun Li, Xinmiao Huang, Xiaowei Huang, Yi Dong

  • Robust Membership Inference for Large Language Models under Adversarial Generative Corruption
    Yuanhong Huang, Huili Wang, Xueying Bai, Jinrui Wang, Jiajun Liu, Ziqin Wang, Wanchun Ni, Shangguang Wang, Tao Qi

  • Towards Trustworthy Smart Contract Synthesis: A Multi-Agent Framework with Lean-Based Verification
    Bowei Zhang, Hanbing Liu, Qixin Tian, Siyu Chen, Ziyuan Wang, Qi Qi

  • LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging
    Seungeon Lee, Soumi Das, Manish Gupta, Krishna P. Gummadi

  • Deep Supervised Contrastive Learning of Pitch Contours for Robust Pitch Accent Classification in Seoul Korean
    Hyunjung Joo, GyeongTaek Lee

  • DARM: Distribution-Aware Reward Modeling by Alleviating Biases from Low Preference-Context Dependency Data
    Shaofan Liu, Guoqiang Zhang, Shihan Dou, Huiyuan Zheng, Yiming Zhou, Junjie Ye, Shaowen Wang, Shichun Liu, Jiazheng Zhang, Tao Gui, Qi Zhang, Xuanjing Huang

  • KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality
    Baochang Ren, Shuofei Qiao, Ningyu Zhang, Da Zheng, Huajun Chen

  • Rethinking Depression Prediction from a Fine-Grained Subscore Modeling Perspective via Multi-Task Learning
    Zhenguang Wang, Bo Li, Wenhui Tan, Peng Cao, Yang Wang, Jia Duan, Fei Wang, Osmar Zaiane

  • PDTrim: Targeted Pruning for Prefill-Decode Disaggregation in Inference
    Hao Zhang, Mengsi Lyu, Zhuo Chen, Yulong Ao, Yonghua Lin

  • ASTRA: An Automated Framework for Strategy Discovery, Retrieval, and Evolution for Jailbreaking LLMs
    Xu Liu, Yan Chen, Kan Ling, Yichi Zhu, Hengrun Zhang, Guisheng Fan, Huiqun Yu

  • LLM Safety From Within: Detecting Harmful Content with Internal Representations
    Difan Jiao, Yilun Liu, Ye Yuan, Zhenwei Tang, Linfeng Du, Haolun Wu, Ashton Anderson

  • AttnPO: Attention-Guided Process Supervision for Efficient Reasoning
    Shuaiyi Nie, Siyu DingWenyuan Zhang, Linhao Yu, Tianmeng Yang, Yao Chen, Weichong Yin, Yu Sun, Hua Wu, Tingwen Liu

  • Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks
    Sunil Kumar Maurya, Xin Liu

  • FL-MSCL: A Unified Figurative Language Detection Model Driven by Multi-Type Signals and Contrastive Learning
    Shijia Lu, Fumiyo Fukumoto, Xiaoxi Huang, Yoshimi Suzuki

  • MedEinst: Benchmarking the Einstellung Effect in Medical LLMs through Counterfactual Differential Diagnosis
    Wenting Chen, Zhongrui Zhu, Guolin Huang, Wenxuan Wang

  • Libra-VLA: Achieving Learning Equilibrium via Asynchronous Coarse-to-Fine Dual-System
    Yifei Wei, Linqing Zhong, Yi Liu, Yuxiang Lu, Xindong He, Maoqing Yao, Guanghui Ren

  • Language Statistics and False Belief Reasoning: Evidence from 41 Open-Weight LMs
    Sean Trott, Samuel Taylor, Cameron Jones, James Michaelov, Pamela Rivière

  • Decoding-Unlearning: Fact Forgetting via Entropy-Guided Inference
    Jingwen Pu, Mingjun Shi, Xinrui Ren, Yizhe Wang, Xinyu Zhang, Zhaokun Wang, Kun She

  • Global Adaptive Momentum Meets Local Personalized Perturbation: Efficient Federated LLM Fine-Tuning with Zeroth-Order Gradients
    Zihan Chen, Howard H. Yang, Tony Q.S. Quek, Kai Fong Ernest Chong

  • Beyond Query Memorization: Large Language Model Routing with Query Decomposition and Historical Matching
    Bo Lv, Jingbo Sun, Jianwei Lv, Chen Tang, Shaojie Zhang, Nayu Liu, Guoxin Yu, Zihao Li, Qichao Zhang, Dongbin Zhao, Ping Luo, Yue Yu

  • Market-Bench: Benchmarking Large Language Models on Economic and Trade Competition
    Yushuo Zheng, Huiyu Duan, Zicheng Zhang, Yucheng Zhu, Xiongkuo Min, Guangtao Zhai

  • Benchmarking Post-Training Quantization of Large Language Models under Microscaling Floating Point Formats
    Manyi Zhang, Ji-Fu Li, Zhongao Sun, Haoli Bai, Hui-Ling Zhen, Zhenhua Dong, Xianzhi Yu

  • HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning
    Yangfan Wang, Tianyang Sun, Chen Tang, Jie Liu, Wei Cai, Jingchi Jiang

  • Too Long, Do Re-weighting for Efficient LLM Reasoning Compression
    Zhong-Zhi Li, Xiao Liang, Zihao Tang, Lei Ji, Peijie Wang, Haotian Xu, Xing W, Haizhen Huang, Weiwei Deng, Yeyun Gong, Zhijiang Guo, Fei Yin, Cheng-Lin Liu

  • Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos
    Haodong Chen, Qiang Huang, Jiaqi Zhao, Qiuping Jiang, Xiaojun Chang, Jun Yu

  • KASER: Knowledge-Aligned Student Error Simulator for Open-Ended Coding Tasks
    Zhangqi Duan, Nigel Fernandez, Andrew Lan

  • GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs
    Weidong Tang, Jierui Li, Yueling Hou, Zihan Mei, Can Zhang, Xinyan Wan, Zhiyuan Liang, Pengfei Zhou, Yang You, Wangbo Zhao

  • Assessing the Belief Consistency of Large Language Models on the Logical Conversation Process
    Tomoki Tsujimura, Matīss Rikters, Masaki Asada, Shusaku Egami, Tatsuya Ishigaki, Ken Yano, Hiroya Takamura

  • Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models
    Woody Haosheng Gan, Deqing Fu, Julian Asilis, Ollie Liu, Vatsal Sharan, Robin Jia, Willie Neiswanger

  • Learning Uncertainty from Sequential Internal Dispersion in Large Language Models
    Ponhvoan Srey, Xiaobao Wu, Cong-Duy Nguyen, Anh Tuan Luu

  • On-the-Fly VLA Adaptation via Test-Time Reinforcement Learning
    Changyu Liu, Yiyang Liu, Taowen Wang, Qiao Zhuang, James Chenhao Liang, Wenhao Yang, Renjing Xu, Qifan Wang, Dongfang Liu, Cheng Han

  • AdaMix: Adaptive Mixing for Short and Long Reasoning Adapters
    Hao Luo, Xiao Yan, Xinyan Li, Qiming Zeng, Yuhao Lin, Shanshan Feng, Hao Wang, Jiawei Jiang

  • Revisiting Evaluation of Question Answering Systems in Low-Resource Indic Languages: Bridging Human and Metric Alignment
    Anuj Kumar, Satyadev Ahlawat, Yamuna Prasad, Virendra Singh

  • Quantifying and Mitigating Socially Desirable Responding in LLMs: A Desirability-Matched Graded Forced-Choice Psychometric Study
    Kensuke Okada, Yui Furukawa, Kyosuke Bunji

  • From Curated Data to Scalable Models: Continual Pre-training of Dense and MoE Large Language Models for Tibetan
    Lei Yang, Leiyu Pan, Bojian Xiong, Renren Jin, Shaowei Zhang, Yue chen, Ling Shi, Jiang Zhou, Junru Wu, Zhen Wang, Jianxiang Peng, Juesi Xiao, Tianyu Dong, Zhuowen Han, Zhuo Chen, Yuqi Ren, Deyi Xiong

  • UrbanGeoEval: A City-Scale Benchmark for Evaluating Large Language Models in Geospatial Reasoning
    Mutian Bao, Qiuyi Qi, Tian Liang, Jinjian Zhang, Wei Zhou, Ming Kong, Linjian Mo, Qiang Zhu

  • TAIGR: Towards Modeling Influencer Content on Social Media via Structured, Pragmatic Inference
    Nishanth Sridhar Nakshatri, Eylon Caplan, Rajkumar Pujari, Dan Goldwasser

  • Afri-MCQA: Multimodal Cultural Question Answering for African Languages
    Atnafu Lambebo Tonja, Srija Anand, Emilio Villa-Cueva, Israel Abebe Azime, Jesujoba Oluwadara Alabi, Muhidin A Mohamed, Debela Desalegn Yadeta, Negasi Haile Abadi, Abigail Oppong, Nnaemeka Casmir Obiefuna, Idris Abdulmumin, Naome A Etori, Eric Peter Wairagala, Kanda Patrick Tshinu, Imanigirimbabazi Emmanuel, Gabofetswe Malema, Alham Fikri Aji, David Ifeoluwa Adelani, Thamar Solorio

  • E-ViC: Reasoning Beyond Text via Embodied Visual Chain for Spatial Intelligence
    Junbo Qi, Yi Zhang, Hanchu Ni, Che Liu, Ruilin Yang, Zhiming Yao, Xiancong Ren, Liangjian Wen, Wei Ge, Yuya Ieiri, Osamu Yoshie, Yong Dai, Xiaozhu Ju

  • Data-efficient Targeted Token-level Preference Optimization for LLM-based Text-to-Speech
    Rikuto Kotoge, Yuichi Sasaki

  • MessToClean: Evidence-Grounded Structure-Preserving Reconstruction for Real-World Degraded Exam Paper Images
    Jiayi Tuo, Cheng Tang, Zihan Wang, Chenyue Zhou, Yao Li, Yanbiao Ma, Chao Wang, Wei Dai, Mingxuan Wang, Shitong Qin, Ziwei Zhao

  • Phonemes to the Rescue: Multilingual Tokenization Based on International Phonetic Alphabet
    Milan Miletic, Julie Kallini, Ekaterina Shutova

  • Structure Guided Retrieval-Augmented Generation for Factual Queries
    Miao Xie, Xiao Zhang, Yi Li, Chunli Lv

  • GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap
    Farzad Shami, Subhrasankha Dey, Nico Van de Weghe, Henrikki Tenkanen

  • Emotion-Wheel-Guided Audio-Referred Text Representation for Multimodal Emotion Recognition in Conversation
    Eunseon Seong, Harim Lee, Dahye Kim, Changhyun Kim, Dong-Kyu Chae

  • LongVideoAgent: Multi-Agent Reasoning with Long Videos
    Runtao Liu, Ziyi Liu, Jiaqi Tang, Yue Ma, Renjie Pi, Jipeng Zhang, Qifeng Chen

  • BOSCH: Black-Box Binary Optimization for Short-Context Attention-Head Selection in LLMs
    Abbas Ghaddar, Ivan Kobyzev, Boxing Chen, Yufei Cui

  • Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models
    Tingchen Fu, Yafu Li, Jiawei Gu, Xiaoye Qu, Yu Cheng

  • MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning
    Jingping Liu, Xingchen Peng, Yan Zhou, Ziyan Liu, Jie Zhai, Ronghao Chen, Huacan Wang, Xiaofeng Jia

  • Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors
    Zhiwei Zhang, Fei zhao, Rui Wang, Zezhong WANG, Bin Liang, Jiakang Wang, Yao Hu, Shaosheng Cao, Kam-Fai Wong

  • DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment Analysis
    Lung-Hao Lee, Liang-Chih Yu, Natalia V Loukachevitch, Ilseyar Alimova, Alexander Panchenko, Tzu-Mi Lin, Zhe-Yu Xu, Jian-Yu Zhou, Guangmin Zheng, Jin Wang, Sharanya Awasthi, Jonas Becker, Jan Philip Wahle, Terry Ruas, Shamsuddeen Hassan Muhammad, Saif M. Mohammad

  • CAP: Controllable Alignment Prompting for Unlearning in LLMs
    Zhaokun Wang, Jinyu Guo, Jingwen Pu, Hongli Pu, Meng Yang, Xunlei Chen, Jie Ou, Wenyi Li, Guangchun Luo, Wenhong Tian

  • GeoRC: A Benchmark for Geolocation Reasoning Chains
    Mohit Talreja, Joshua Diao, Jim James, Radu Casapu, Tejas Santanam, Ethan Mendes, Alan Ritter, Wei Xu, James Hays

  • SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping
    Marc Brinner, Sina Zarrieß

  • Rendering Data Unlearnable by Exploiting LLM Alignment Mechanisms
    Ruihan Zhang, Jun Sun

  • CAR-bench: Evaluating the Consistency and Limit-Awareness of LLM Agents under Real-World Uncertainty
    Johannes Kirmayr, Lukas Stappen, Elisabeth André

  • Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition
    Jihang Jin, Ronghao Chen, Hao Zhang, Ziyan Liu, Huacan Wang, Qi Ye, Jingping Liu

  • M³-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering
    Jiatong Ma, Longteng Guo, Yuchen Liu, Zijia Zhao, Dongze Hao, Xuanxu Lin, Jing Liu

  • From Selection to Refinement: Iterative Optimization for Instruction Data
    Hang Hu, Ziyan Liu, Rujie Wen, Ruihui Hou, Xueyan Wu, Mu Zhang, Jianxing Yu, Tong Ruan, Jingping Liu

  • VISTA: Verification In Sequential Turn-based Assessment
    Ashley Lewis, Andrew Perrault, Eric Fosler-Lussier, Michael White

  • Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains
    Zhonghang Yuan, Zhefan Wang, Fang Hu, Zihong Chen, Jinzhe Li, Gang Li, Jie Ying, Huanjun Kong, Songyang Zhang, Nanqing Dong

  • Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents
    Yuanchen Bei, Tianxin Wei, Xuying Ning, Yanjun Zhao, Zhining Liu, Xiao Lin, Yada Zhu, Hendrik Hamann, Jingrui He, Hanghang Tong

  • HarDBench: A Benchmark for Draft-Based Co-Authoring Jailbreak Attacks for Safe Human–LLM Collaborative Writing
    Euntae Kim, Soomin Han, Buru Chang

  • Mind Reader: Latent User Demand-Guided Content Optimization for Generative Search Engine
    Tong Chen, Jiawei Guo, Yuxi Li, Baiming Chen, Houxing Ren, Zhiwei Zhang, Yunxiang Zhang, Hanyang Xia, Kun Liang, Zhaoran Fan

  • Retrieval-Augmented Defense: Adaptive and Controllable Jailbreak Prevention for Large Language Models
    Guangyu Yang, Jinghong Chen, Jingbiao Mei, Weizhe Lin, Bill Byrne

  • CNSL-bench: Benchmarking the Sign Language Understanding Capabilities of MLLMs on Chinese National Sign Language
    Rui Zhao, Xuewen Zhong, Xiaoyun Zheng, Jinsong Su, Yidong Chen

  • Thinking in Schemas: Robust Syllogistic Reasoning in LLMs
    Federico Ranaldi, Leonardo Ranaldi, Fabio Massimo Zanzotto, Shay B. Cohen

  • Amadeus: Autoregressive Model with Bidirectional Attribute Modelling for Symbolic Music
    Hongju Su, Ke Li, Lan Yang, Honggang Zhang, Yi-Zhe Song

  • FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data
    Nuredin Ali Abdelkadir, Anjali Ratnam, Zeerak Talat, Stevie Chancellor

  • Edit-Aware Reward Modeling for Chinese Grammatical Error Correction
    Yilin Li, Xiaojun Wan

  • GenPT: Beyond Self-Report for Reliable LLM Psychometrics via Generative Projective Testing
    Ming Wang, Shuang Wu, Bixuan Wang, Lu Lin, Yuxin Chen, Xiaocui Yang, Daling Wang, Shi Feng, Yifei Zhang, Yufan Sun

  • Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions
    Dongwook Lee, Eunwoo Song, Che Hyun Lee, Heeseung Kim, Sungroh Yoon

  • Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain
    Gang Cheng, Haibo Jin, Wenbin Zhang, Haohan Wang, Jun Zhuang

  • Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis
    Huicong Li, Xiangbo Ji, Wei Wu

  • LLM Beliefs Are in Their Heads
    Alessandro Corona Mendozza, Anders Søgaard

  • ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents
    Tianjian Liu, Fanqi Wan, Jiajian Guo, Xiaojun Quan

  • The Visual Iconicity Challenge: Evaluating Vision-Language Models on Sign Language Form–Meaning Mapping
    Onur Keleş, Aslı Özyürek, Gerardo Ortega, Kadir Gökgöz, Esam Ghaleb

  • From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation
    Ziwei Huang, Ying Shu, Fanghao, Quanyu Long, Wenya Wang, Qiushi Guo, Tiezheng Ge, Leilei Gan

  • Deep-Reporter: Deep Research for Grounded Multimodal Long-Form Generation
    Fangda Ye, Kuicai Dong, Zhifei Xie, Yuxin Hu, Yihang Yin, Shurui Huang, Shikai Dong, Chen Zhang, Jianzhu Bao, Shuicheng Yan

  • Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks
    Wenqi Zhang, Mengna Wang, Gangao Liu, Huixin Xu, Yiwei Jiang, Yongliang Shen, Guiyang Hou, Zhe Zheng, Hang Zhang, Xin Li, Jiajun Liu, Weiming Lu, Peng Li, Yueting Zhuang

  • Temporal Precision Matters: Brain-Tuning Speech Language Models with Millisecond-Resolution Neural Signals
    Zhejun Zhang, Wenqing Zhou, Haozhe Xu, Lin Zhang, Lei Li

  • One Pair Suffices: Unlocking Universal Zero-Shot Translation via Cross-Architecture Alignment
    Hao Zong, CongHuYuan, Chao Bei, Wentao Chen, Huan Liu, Kaiyu Huang, Degen Huang

  • LASA: Language-Agnostic Semantic Alignment at the Semantic Bottleneck for LLM Safety
    Junxiao Yang, Haoran Liu, Jinzhe Tu, Jiale Cheng, Zhexin Zhang, Shiyao Cui, Jiaqi Weng, Jialing Tao, Hui Xue, Hongning Wang, Han Qiu, Minlie Huang

  • Modeling Annotator Disagreement with Demographic-Aware Experts and Synthetic Perspectives
    Yinuo Xu, Veronica Derricks, Allison Earl, David Jurgens

  • Multimodal Safety Evaluation in Generative Agent Social Simulations
    Alhim Vera, Carlos Hinojosa, Karen Sanchez, Haidar Bin Hamid, Donghoon Kim, Bernard Ghanem

  • Quantifying the Impact of Translation Errors on Multilingual LLM Evaluation
    Klaudia-Doris Thellmann, Bernhard Stadler, Michael Färber, Jens Lehmann

  • Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning
    Miao Li, Irina Saparina, Alexander Gurung, Mirella Lapata

  • MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning
    Xiaoliang Fu, Jiaye Lin, Yangyi Fang, Binbin Zheng, Chaowen Hu, Zekai Shao, Cong Qin, Lu Pan, Ke Zeng, Xunliang Cai

  • Towards A Scanpath-Conditioned Surprisal Theory: Modeling Reader Information States
    Michael Mooney, Edmond S. L. Ho

  • SafeMT: Multi-turn Safety for Multimodal Language Models
    Han Zhu, Juntao Dai, Jiaming Ji, Haoran Li, Chengkun Cai, Pengcheng Wen, Chi-Min Chan, Boyuan Chen, Yaodong Yang, Sirui Han, Yike Guo

  • From log π to π: Taming Divergence in Soft Clipping via Bilateral Decoupled Decay of Probability Gradient Weight
    Xiaoliang Fu, Jiaye Lin, Yangyi Fang, Chaowen Hu, Cong Qin, Zekai Shao, Binbin Zheng, Lu Pan, Ke Zeng

  • Paramanu: Compact and Competitive Monolingual Language Models for Low-Resource Morphologically Rich Indian Languages
    Mitodru Niyogi, Eric Gaussier, Arnab Bhattacharya

  • Linear-Time and Constant-Memory Text Embeddings Based on Recurrent Language Models
    Tobias Grantner, Emanuel Sallinger, Martin Flechl

  • Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models
    Binghai Wang, Yantao Liu, Yuxuan Liu, Tianyi Tang, Shenzhi Wang, Chang Gao, Chujie Zheng, Yichang Zhang, Le Yu, Shixuan Liu, Tao Gui, Qi Zhang, Xuanjing Huang, Bowen Yu, Fei Huang, Junyang Lin

  • CIS-BWE: Chaos-Informed Speech Bandwidth Extension
    Tarikul Islam Tamiti, Tonmoy Das, Nursadul Mamun, Anomadarshi Barua

  • The Pitfalls of KV Cache Compression
    Alex Chen, Renato Geh, Aditya Grover, Guy Van den Broeck, Daniel Mingyi Israel

  • Survey Response Generation: Generating Closed-Ended Survey Responses In-Silico with Large Language Models
    Georg Ahnert, Anna-Carolina Haensch, Barbara Plank, Markus Strohmaier

  • Sign-Language Datasets at Scale: A Comprehensive Survey on Resources, Benchmarks, and Annotation Standards
    Yiming Ni, Zhi-Qi Cheng, Jiayu Li, Wei Cheng

  • Anchoring the Affective Manifold: Learning Canonical and Disentangled Representations via Generative Cross-Modal Alignment
    Weibin Li, Jintao Cheng, Xiaoyu Tang, Chi Man VONG

  • Who Plays Which Role When? Communication Role Dynamics for Peer Recognition and Team Performance Prediction
    Yifan Song, Wenxuan Shi, Brian Bailey, Tal August

  • Incomplete In-context Learning
    Wenqiang Wang, WenYujia, Yan Xiao, Zhifeng Chen, Yangshijie Zhang, Peng Chen, Mingbo Yang, Xiaochun Cao

  • Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective
    Bishwamittra Ghosh, Soumi Das, Till Speicher, Qinyuan Wu, Mohammad Aflah Khan, Deepak Garg, Krishna P. Gummadi, Evimaria Terzi

  • Where Paths Split: Localized, Calibrated Control of Moral Reasoning in Large Language Models
    Chenchen Yuan, Zheyu Zhang, Gjergji Kasneci

  • How Do Inpainting Artifacts Propagate to Language?
    Pratham Yashwante, Davit Abrahamyan, Shresth Grover, Sukruth Rao

  • Social Story Frames: Contextual Reasoning about Narrative Intent and Reception
    Joel Mire, Maria Antoniak, Steven Wilson, Zexin Ma, Achyutarama Ganti, Andrew Piper, Maarten Sap

  • Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning
    Hyosik Moon, Eldan Cohen

  • When in Doubt, Consult: Expert Debate for Sexism Detection via Confidence-Based Routing
    Anwar Alajmi, Gabriele Pergola

  • Failure Modes in Multi-Hop QA: The Weakest Link Effect and the Recognition Bottleneck
    Meiru Zhang, Zaiqiao Meng, Nigel Collier

  • TagSpeech: End-to-End Multi-Speaker ASR and Diarization with Fine-Grained Temporal Grounding
    Mingyue Huo, Yiwen Shao, Yuheng Zhang

  • On the Effect of Hyperparameters in Language Modeling for Computational Linguistics
    Ruoxi Ning, Yongpeng Zhu, Qingcheng Zeng, Tatsuki Kuribayashi, Freda Shi

  • Prosody as Supervision: Bridging the Non-Verbal–Verbal for Multilingual Speech Emotion Recognition
    Girish, Mohd Mujtaba Akhtar, Muskaan Singh

  • Mechanisms of Prompt-Induced Hallucination in Vision–Language Models
    William Rudman, Michal Golovanevsky, Dana Arad, Yonatan Belinkov, Carsten Eickhoff, Ritambhara Singh, Kyle Mahowald

  • LLM4Cell: Taxonomy and Evaluation of LLM and Agentic Models for Single-Cell Biology
    Sajib Acharjee Dip, Adrika Zafor, Bikash Kumar Paul, Uddip Acharjee Shuvo, Muhit Islam Emon, Xuan Wang, Liqing Zhang

  • Wait! There’s a Way Out: A Decision Mechanism for Forecasting Conversational Derailment
    Laerdon Kim, Vivian Nguyen, Cristian Danescu-Niculescu-Mizil

  • From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context
    Peyman Baghershahi, Gregoire Fournier, Pranav Nyati, Sourav Medya

  • RealChart2Code: Bridging the Gap in Real-World Chart-to-Code Generation via Multi-Task Evaluation
    Jiajun Zhang, Yuying Li, Zhixun Li, Xingyu Guo, Jingzhuo Wu, Leqi Zheng, Yiran Yang, Jianke Zhang, Qingbin Li, Shannan Yan, Changguo Jia, Junfei Wu, Zilei Wang, Qiang Liu, Liang Wang

  • Success and Cost Elicit Convention Formation for Efficient Communication
    Saujas Vaduguru, Yilun Hua, Yoav Artzi, Daniel Fried

  • Measuring User’s Mental Models of Speech Translation in Human-AI Collaboration
    HyoJung Han, Nishant Balepur, Jordan Boyd-Graber, Marine Carpuat

  • VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-Checking
    Mark Rothermel, Marcus Kornmann, Marcus Rohrbach, Anna Rohrbach

  • A Survey of Reasoning-Intensive Retrieval: Progress and Challenges
    Yiyang Wei, Tingyu Song, Siyue Zhang, Yilun Zhao

  • LOGICAL-COMMONSENSEQA: A Benchmark for Logical Commonsense Reasoning
    Obed Junias, Maria Leonor Pacheco

  • Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment
    Yuming Yang, Mingyoung Lai, Wanxu Zhao, Xiaoran Fan, Zhiheng Xi, Mingqi Wu, Chiyue Huang, Jun Zhao, Haijun Lv, Tong Jian, Yunhua Zhou, Yicheng Zou, Qipeng Guo, Tao Gui, Qi Zhang, Xuanjing Huang

  • From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models
    Farima Fatahi Bayat, Pouya Pezeshkpour, Estevam Hruschka

  • Paper Circle: An Open-source Multi-agent Research Discovery and Analysis Framework
    Komal Kumar, Aman Chadha, Salman Khan, Fahad Shahbaz Khan, Hisham Cholakkal

  • PEAR: Pairwise Evaluation for Automatic Relative Scoring in Machine Translation
    Lorenzo Proietti, Roman Grundkiewicz, Matt Post

  • AV-Dialog: Spoken Dialogue Models with Audio-Visual Input
    Tuochao Chen, Bandhav Veluri, Hongyu Gong, Shyamnath Gollakota

  • A BERTology View of LLM Orchestrations: Token- and Layer-Selective Probes for Efficient Single-Pass Classification
    Gonzalo Ariel Meyoyan, Luciano Del Corro

  • Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams
    Jiyeon Kim, Hyunji Lee, Dylan Zhou, Sue Hyun Park, Seunghyun Yoon, Trung Bui, Franck Dernoncourt, Sungmin Cha, Minjoon Seo

  • Evaluating Language Model Pluralism through In-the-wild Crowd Discussions
    Gagan Mundada, Rohan Surana, Nandhini Swaminathan, Bodhisattwa Prasad Majumder, Junda Wu, Julian McAuley, Zhouhang Xie

  • PRBench: Large-Scale Expert Rubrics for Evaluating High-Stakes Professional Reasoning
    Afra Feyza Akyürek, Advait Gosai, Chen Bo Calvin Zhang, Vipul Gupta, Jaehwan Jeong, Anisha Gunjal, Tahseen Rabbani, Maria Mazzone, David Randolph IV, Mohammad Mahmoudi Meymand, Gurshaan Chattha, Paula Rodriguez, Diego A. Mares Buendia, Pavit Singh, Michael Liu, Subodh Chawla, Peter Cline, Lucy Ogaz, Ernesto Gabriel Hernández Montoya, Zihao Wang, Pavi Bhatter, Marcos Ayestaran, Bing Liu, Yunzhong He

  • Constructing Interpretable Features from Compositional Neuron Groups
    Or Shafran, Atticus Geiger, Mor Geva

  • Simulated Students in Tutoring Dialogues: Substance or Illusion?
    Alexander Scarlatos, Jaewook Lee, Simon Woodhead, Andrew Lan

  • A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning
    Tianyu Yang, Sihong Wu, Yilun Zhao, Zhenwen Liang, Lisen Dai, Chen Zhao, Minhao Cheng, Arman Cohan, Xiangliang Zhang

  • Empowering Multi-Turn Tool-Integrated Agentic Reasoning with Group Turn Policy Optimization
    Yifeng Ding, Hung Le, Songyang Han, Kangrui Ruan, Zhenghui Jin, Varun Kumar, Zijian Wang, Anoop Deoras

  • HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation
    Mingxuan Li, Hanchen Li, Chenhao Tan

  • LLMSurgeon: Diagnosing Data Mixture of Large Language Models
    Yaxin Luo, Jiacheng Cui, Xiaohan Zhao, Xinyi Shang, Jiacheng Liu, Xinyue Bi, Zhaoyi Li, Zhiqiang Shen

  • The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP
    Sheriff Issaka, Keyi Wang, Yinka Ajibola, Oluwatumininu Samuel-Ipaye, Zhaoyi Zhang, Nicte Aguillon Jimenez, Evans Kofi Agyei, Abraham Lin, Rohan Ramachandran, Sadick Abdul Mumin, Faith Nchifor, Mohammed Shuraim, Erick Rosas Gonzalez, Lieqi Liu, Sylvester Kpei, Jemimah Osei, Carlene Ajeneza, Persis Boateng, Prisca Adwoa Dufie Yeboah, Saadia Gabriel

  • LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval
    He Cheng, Yifu Wu, Saksham Khatwani, Maya Kruse, Dmitriy Dligach, Timothy A. Miller, Majid Afshar, Yanjun Gao

  • GCA Framework: A GCC Countries–Grounded Dataset and Agentic Pipeline for Climate Decision Support
    Muhammad Umer Sheikh, Khawar shehzad, Salman Khan, Fahad Shahbaz Khan, Muhammad Haris Khan

  • Effects of Collaboration on the Performance of Interactive Theme Discovery Systems
    Alvin Chen, Rohan Das, Dananjay Srinivas, Alexandra Barry, Maksim Seniw, Maria Pacheco

  • GraphSynth: Resolving the Diversity-Reliability Trade-off with Probabilistic Factor Graphs
    Zehua Cheng, Wei Dai, Jiahao Sun, Thomas Lukasiewicz

  • A Structured Clustering Approach for Inducing Media Narratives
    Rohan Das, Advait Deshmukh, Alexandria Leto, Zohar Naaman, I-Ta Lee, Maria Leonor Pacheco

  • BioHiCL: Hierarchical Multi-Label Contrastive Learning for Biomedical Retrieval with MeSH Labels
    Mengfei Lan, Lecheng Zheng, Halil Kilicoglu

  • ACBQ: Adaptive Cross-Block Quantization of Large Language Models
    Hailing Wang, Jianglin Lu, Yitian Zhang, Huimin Zeng, Yun Fu

  • Dialogue is the Plan: From Interface to Joint Action in Agentic AI
    Mert Inan, Malihe Alikhani, Anthony Sicilia

  • SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs
    Mohamed Shaaban, Mohamed Elmahallawy

  • EDUMATH: Generating Standards-aligned Educational Math Word Problems
    Bryan R. Christ, Penelope Molitz, Beau LeBlond, Zachary Gottesman, Jonathan Kropko, Thomas Hartvigsen

  • AdaFuse: Adaptive Ensemble Decoding for Large Language Models
    Chengming Cui, Tianxin Wei, Ziyi Chen, Ruizhong Qiu, Zhichen Zeng, Zhining Liu, Xuying Ning, Duo Zhou, Jingrui He

  • Uncertainty-Aware Test-Time Search for Optimization Problem Solving
    Linlin Yu, Xujiang Zhao, Dong Li, Yanchi Liu, Wei Cheng, Zhengzhang Chen, Chen Zhao, Feng Chen, Haifeng Chen

  • TLPO: Token-Level Policy Optimization for Mitigating Language Confusion in Large Language Models
    Jinho Choo, JunSeung Lee, Jimyeong Kim, Yeeho Song, S. K. Hong, Yeong-Dae Kwon

  • JW-SVD: Bridging the Cross-Modal Mismatch in Post-Training MLLM Compression
    Runchao Li, Yao Fu, Mu Sheng, Xianxuan Long, Haotian Yu, Kenneth Loparo

  • Advancing Reasoning in Diffusion Language Models with Denoising Process Rewards
    Shaoan Xie, Lingjing Kong, Xiangchen Song, Xinshuai Dong, Guangyi Chen, Eric P. Xing, Kun Zhang

  • Estimating the Black-box LLM Uncertainty with Distribution-Aligned Adversarial Distillation
    Huizi Cui, Huan Ma, Qilin Wang, Yuhang Gao, Changqing Zhang

  • CoDial: Interpretable Task-Oriented Dialogue Systems Through Dialogue Flow Alignment
    Radin Shayanfar, Chu Fei Luo, Rohan Bhambhoria, Samuel Dahan, Xiaodan Zhu

  • BioProAgent: Neuro-Symbolic Grounding for Constrained Scientific Planning
    Yuyang Liu, Jingya Wang, Liuzhenghao Lv, Yonghong Tian

  • MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following
    Mohammad Mahdi Salmani-Zarchi, Zahra Rahimi, Heshaam Faili, Mohammad Javad Dousti

  • TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs
    Sibo Xiao, Fu Jinyuan, Zhongle Xie, Lidan Shou

  • GUIDE: Towards Scalable Advising for Research Ideas
    Yaowenqi Liu, BingXu Meng, Rui Pan, Yuxing Liu, Jerry Huang, Jiaxuan You, Tong Zhang

  • ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System
    Jiacheng Liang, Yao Ma, Tharindu Kumarage, Satyapriya Krishna, Rahul Gupta, Kai-Wei Chang, Aram Galstyan, Charith Peris

  • Reasoning Traces Shape Outputs but Models Won’t Say So
    Yijie Hao, Lingjie Chen, Ali Emami, Joyce C. Ho

  • Value of Information: A Framework for Human–Agent Communication
    Yijiang River Dong, Tiancheng Hu, Zheng Hui, Caiqi Zhang, Ivan Vulić, Andreea Bobu, Nigel Collier

  • AutoRAN: Automated Hijacking of Safety Reasoning in Large Reasoning Models
    Jiacheng Liang, Tanqiu Jiang, Yuhui Wang, Rongyi Zhu, Fenglong Ma, Ting Wang

  • Thinking Alignment of Scenario-Oriented User Simulation
    Xiaoting Wu, Yi Huang, Chunyang Gao, Mengfei Guo, Jingyu Yao, Junlan Feng

  • AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse
    Jie Ou, Jinyu Guo, Shiyao Guo, Yuang Li, Ruiqi Wu, Zhaokun Wang, Wenyi Li, Wenhong Tian

  • Credal Concept Bottleneck Models for Epistemic–Aleatoric Uncertainty Decomposition
    Tanmoy Mukherjee, Thomas Bailleux, Pierre Marquis, Zied Bouraoui

  • How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation
    Junjie Liao, Huacong Tang, Zhou Ziheng, Yizhou Wang, Fangwei Zhong

  • ReActR: Reasoning through Error-Activated Reflection for LLM Post-Training
    Lina Sun

  • RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization
    Yihong Dong, Xue Jiang, Yongding Tao, Huanyu Liu, Kechi Zhang, Lili Mou, Rongyu Cao, Yingwei Ma, Jue Chen, Binhua Li, Zhi Jin, Fei Huang, Yongbin Li, Ge Li

  • Explain the Synth: Interpretable Evaluation of LLM Data Synthesis
    Yue Yang, Fan Yang, Yu Bai, Hao Wang

  • Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
    Wenxuan Wang, Zizhan Ma, Guo Yu, Yiu-Fai Cheung, Meidan Ding, Jie Liu, Wenting Chen, Linlin Shen

  • Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perception
    Zhen Wan, Chao-Han Huck Yang, Jinchuan Tian, Hanrong Ye, Ankita Pasad, Szu-Wei Fu, Arushi Goel, Ryo Hachiuma, Shizhe Diao, Kunal Dhawan, Sreyan Ghosh, Yusuke Hirota, Zhehuai Chen, Rafael Valle, Chenhui Chu, Shinji Watanabe, Boris Ginsburg, Yu-Chiang Frank Wang

  • When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection
    Lang Gao, Xuhui Li, Chenxi Wang, Mingzhe Li, Wei Liu, Zirui Song, Jinghui Zhang, Rui Yan, Preslav Nakov, Xiuying Chen

  • HeteroCache: A Dynamic Retrieval Approach to Heterogeneous KV Cache Compression for Long-Context LLM Inference
    Zhiyuan Shi, Qibo Qiu, Feng Xue, Zhonglin Jiang, Li Yu, Jian Jiang, Xiaofei He, Wenxiao Wang

  • Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts
    Sijia Luo, Xiaokang Zhang, Yuxuan Hu, Bohan Zhang, Ke Wang, Jinbo Su, Mengshu Sun, Lei Liang, Jing Zhang

  • C-World: A Computer Use Agent Environment Creator
    Ziqiao Xi, Shuang Liang, Qi Liu, Jiaqing Zhang, Letian Peng, Fang Nan, Meshal Nayim, Tianhui Zhang, Rishika Mundada, Lianhui Qin, Biwei Huang, Kun Zhou

  • Do Morals Guide How LLMs Think? The Role of Ethical Perspectives in General Problem Solving
    Iseo Kim, Eunjin Hong, Juae Kim

  • ViLL-E: Video LLM Embeddings for Retrieval
    Rohit Gupta, Jayakrishnan Unnikrishnan, Fan Fei, Sheng Liu, Son Tran, Mubarak Shah

  • From Trajectories to Graphs: Contract-Checked Editing for Verifier-Guided LLM Reasoning
    Rui Li, Shuang Cao

  • SiLP: Enhancing Non-Dominant Language Capabilities with a Selective Bidirectional Language Projection Framework
    Junpeng Liu, Jiuyi Li, Kaiyu Huang, Bo Jin, Degen Huang, Hui Xiong

  • Simple Agents, Biased Judges: Efficient Multi-Party Dialogue Generation & The Evaluation Gap
    Kunal Samanta, Faisal Shohan, Amine Trabelsi, Richard Khoury

  • EdgeFormer: Latency-Aware Collaborative Multi-Head Attention of Transformer Inference in Edge Networks
    Yiming Yao, Jianwei Niu, Bin Dai, Tao Ren

  • LEAF: Knowledge Distillation of Text Embedding Models with Teacher-Aligned Representations
    Robin Vujanic, Thomas Rückstieß

  • SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking
    Weiyang Huang, Xuefeng Bai, Kehai Chen, Xinyang Chen, Yibin Chen, Weili Guan, Min Zhang

  • Deep Research with Open-Domain Evaluation and Multi-Stage Guardrails for Safety
    Wei-Chieh Huang, Henry Peng Zou, Yaozu Wu, Dongyuan Li, Yankai Chen, Weizhi Zhang, Yangning Li, Angelo Zangari, Jizhou Guo, Chunyu Miao, Liancheng Fang, Langzhou He, Yinghui Li, Renhe Jiang, Philip S. Yu

  • P-Check: Advancing Personalized Reward Model via Learning to Generate Dynamic Checklist
    Kwangwook Seo, Dongha Lee

  • Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation
    Jikun Wan, Chen Gong, Guohong Fu

  • Understanding the Behaviors of Environment-aware Information Retrieval
    Ruifeng Yuan, Chaohao Yuan, David Dai, Yu Rong, Hong Cheng, Hou Pong Chan, Chenghao Xiao

  • ServImage: An Image Generation and Editing Benchmark from Real-world Commercial Imaging Services
    Fengxian Ji, Jingpu Yang, Zirui Song, Lang Gao, Junhong Liang, Zhenhao Chen, Jinghui Zhang, Xiuying Chen

  • FAIRGAMER: Evaluating Social Biases in LLM-Based Video Game NPCs
    Bingkang Shi, Jen-tse Huang, Luo Long, Tianyu Zong, Hongzhu Yi, Yuanxiang Wang, Songlin Hu, Xiaodan Zhang, Zhongjiang Yao

  • EVOTOOL: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware Selection
    Shuo Yang, Caren Han, Xueqi Ma, Yan Li, Mohammad Reza Ghasemi Madani, Eduard Hovy

  • A Lightweight Explainable Guardrail for Prompt Safety
    Md Asiful Islam, Mihai Surdeanu

  • Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI
    Hieu Man, Van-Cuong Pham, Nghia Trung Ngo, Franck Dernoncourt, Thien Huu Nguyen

  • PodBench: A Comprehensive Benchmark for Instruction-Aware Audio-Oriented Podcast Script Generation
    Chenning Xu, Mao Zheng, Mingyu Zheng, Mingyang Song

  • MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation
    Jin Cui, Jiaqi Guo, Jiepeng Zhou, Ruixuan Yang, Jiayi Lu, Jiajun Xu, Jiangcheng Song, Boran Zhao, Pengju Ren

  • Knowledge Vector of Logical Reasoning in Large Language Models
    Zixuan Wang, Yuanyuan Lei

  • BanHADEX: Towards Explainable HAte Speech Detection in Bangla Using Human Annotated EXplanation
    Faisal Hossain Raquib, Akm Moshiur Rahman Mazumder, Md Fahim, Md Tahmid Hasan Fuad, Md Farhan Ishmam, Faria Sultana, M Ashraful Amin, Amin Ahsan Ali, Akmmahbubur Rahman

  • SMILE-Next: Teaching Large Language Models to Detect, Classify, and Reason about Laughter
    Lee Jung-Mok, Kim Sung-Bin, Joohyun Chang, Lee Hyun, Tae-Hyun Oh

  • MolMem: Memory-Augmented Agentic Reinforcement Learning for Sample-Efficient Molecular Optimization
    Ziqing Wang, Yibo Wen, Abhishek Pandey, Han Liu, Kaize Ding

  • Activation Decomposition and Steering for LLM Backdoor Remediation
    Lingfeng Zhong, Qiongkai Xu, Usman Naseem

  • A Survey of Large Language Models for Text-Guided Molecular Discovery: From Molecule Generation to Optimization
    Ziqing Wang, Kexin Zhang, Zihan Zhao, Yibo Wen, Abhishek Pandey, Han Liu, Kaize Ding

  • Reward Alignment Optimization: A Direct Point-wise Alignment Approach
    Zelin Li, Jia Leng, Dawei Song, Yangen Hu

  • Programming over Thinking: Efficient and Robust Multi-Constraint Planning
    Xin Deik Goh, Quanyu Long, Zhengyuan Liu, Fang Yih Chen, Wenya Wang

  • LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance
    Yuchun Fan, Bei Li, PeiguangLi, Yilin Wang, Yongyu Mu, Jian Yang, Xin Chen, Rongxiang Weng, Jingang Wang, Xunliang Cai, JingBo Zhu, Tong Xiao

  • Can You Make It Sound Like You? Post-Editing LLM-Generated Text for Personal Style
    Connor Baumler, Calvin Bao, Huy Nghiem, Xinchen Yang, Marine Carpuat, and Hal Daumé III

  • ReCode: Reinforcing Code Generation with Reasoning-Process Rewards
    Lishui Fan, Yu Zhang, Mouxiang Chen, Zhongxin Liu

  • PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning
    Byeongjin Kim, Gyuwan Kim, Seo Yeon Park

  • OPeRA: A Dataset of Observation, Persona, Rationale, and Action for Evaluating LLMs on Human Online Shopping Behavior Simulation
    Ziyi Wang, Yuxuan Lu, Wenbo Li, Amirali Amini, Bo Sun, Yakov Bart, Weimin Lyu, Jiri Gesi, Tian Wang, Jing Huang, Yu Su, Upol Ehsan, Malihe Alikhani, Toby Jia-Jun Li, Lydia Chilton, Dakuo Wang

  • Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data
    Yuxuan Lu, Jing Huang, Yan Han, Bingsheng Yao, Sisong Bei, Yaochen Xie, Yisi Sang, Qi He, Dakuo Wang

  • RATE: Reviewer Profiling and Annotation-free Training for Expertise Ranking in Peer Review Systems
    Weicong Liu, Zixuan Yang, Yibo Zhao, Xiang Li

  • The Bitter Lesson of Diffusion Language Models for Agentic Workflows: A Comprehensive Reality Check
    Qingyu Lu, Liang Ding, Kanjian Zhang, Jinxia Zhang, Dacheng Tao

  • Trajectory2Task: Training Robust Tool-Calling Agents with Synthesized Yet Verifiable Data for Complex User Intents
    Ziyi Wang, Yuxuan Lu, Yimeng Zhang, Pei Chen, Ziwei Dong, Jing Huang, Jiri Gesi, Xianfeng Tang, Chen Luo, Qun Liu, Yisi Sang, Hanqing Lu, Manling Li, Jin Lai, Dakuo Wang

  • CT-FineBench: A Diagnostic Fidelity Benchmark for Fine-Grained Evaluation of CT Report Generation
    Ruifeng Yuan, Wanxing Chang, Weiwei Cao, Bowen Shi, Zhongyu Wei, Ling Zhang, Jianpeng Zhang

  • Late Code Chunking: A Code Chunking Strategy for Repository-Level Code Completion
    Seungmin OhEunseok Lee

  • Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models
    Zheng Luo, T Pranav Kutralingam, Ogochukwu N. Okoani, Wanpeng Xu, Hua Wei, Xiyang Hu

  • MTA:A Merge-then-Adapt Framework for Personalized Large Language Models
    Xiaopeng Li, Yuanjin Zheng, Wanyu Wang, Wenlin Zhang, Pengyue Jia, Yingyi Zhang, Haiying He, Mengyang Ma, Yiqi Wang, Maolin Wang, Xuetao Wei, Xiangyu Zhao

  • Investigating Counterfactual Unfairness in LLMs towards Identities through Humor
    Shubin Kim, Yejin Son, Junyeong Park, Keummin Ka, Seungbeen Lee, Jaeyoung Lee, Hyeju Jang, Alice Oh, Youngjae Yu

  • Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding
    Ke Ma, Jiaqi Tang, Bin Guo, Xueting Han, Ruonan Xu, Qingfeng He, Ziheng Wang, Xu Wang, Qifeng Chen, Zhiwen Yu, Yunhao Liu

  • POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question Answering
    Yichen Xu, Liangyu Chen, Liang Zhang, Zihao Yue, Jianzhe Ma, Wenxuan Wang, Qin Jin

  • Nature-Inspired Population-Based Evolution of Large Language Models
    Yiqun Zhang, Peng Ye, Xiaocui Yang, Shi Feng, Shufei Zhang, Lei Bai, Wanli Ouyang, Shuyue Hu

  • MTRouter: Cost-Aware Multi-Turn LLM Routing with History–Model Joint Embeddings
    Yiqun Zhang, Hao Li, Zihan Wang, Shi Feng, Xiaocui Yang, Daling Wang, Bo Zhang, Lei Bai, Shuyue Hu

  • Feeling Right vs. Being Right: How AI Sycophancy Affects Value-Laden Deliberation
    Jeongwoo Ryu, Soomin Kim, Jinsu Eun, Kyusik Kim, Changhoon Oh, Bongwon Suh

  • ParaSuite: Boosting LLM Reasoning via Paradox Resolution
    BinChen, Yu Zhang, Hongfei Ye, Huiyang Wang, Wenxi Liu, Hongyang Chen

  • ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants
    ZhongDong Li, Weijie Shi, Yue Cui, Haolun Ma, Yuanjun Liu, Jiawei Li, An Liu, Jia Zhu, Jiajie Xu

  • Do MLLMs Capture How Interfaces Guide User Behavior? A Benchmark for Multimodal UI/UX Design Understanding
    Jaehyun Jeon, Min Soo Kim, Janghan Yoon, Sumin Shim, Yejin Choi, Hanbin Kim, Dae Hyun Kim, Youngjae Yu

  • DarwinTOD: LLM-Driven Lifelong Self-evolution for Task-oriented Dialog Systems
    Shuyu Zhang, Yujie Liu, Xinru Wang, Cheng Zhang, Yanmin Zhu, Bin Li

  • Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization
    Haochun Tang, Yuliang Yan, Jiahua Lu, Huaxiao Liu, Enyan Dai

  • GUI0: Self-Evolving Foundational GUI Agents in Super App Ecosystems
    Xinyi Wang, Wei Dai, Kyle Qiao, Ke Wang, Peng Chen, Gang Cao, Kang Qin, Zhongpu Wang, Xiaode Zhang, Yanming Liu, Jihao Gu, Jingtao Xu, Gong Zhi

  • Understanding the Prompt Sensitivity
    Yang Liu, Chenhui Chu

  • rSIM: Incentivizing Reasoning Capabilities of LLMs via Reinforced Strategy Injection
    Sijia Chen, Baochun Li, Di Niu

  • Automatic and Reliable Evaluation for Academic Caption-to-Figure Generation with LMMs
    Guanghui Ye, Huan Zhao, Qin Zhu, Fengnan Li, Jiaqi Li, Yixian Shen, Zhonghao Ren, Zhihua Jiang

  • SafeConstellations: Mitigating Over-Refusals in LLMs Through Task-Aware Representation Steering
    Utsav Maskey, Sumit Yadav, Mark Dras, Usman Naseem

  • AIPO: Adaptive Information Guided Token-Level Reinforcement Learning for Large Language Model Reasoning
    BinChen, Hongfei Ye, Huiyang Wang, Wenxi Liu, Yu Zhang, Furui Liu

  • AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments
    Zhiheng Xi, Dingwen Yang, Jiaqi Liu, Jixuan Huang, Jixuan Huang, Honglin Guo, Baodai Huang, Tinggang Chen, Qi Zhang, Zhonghang Lu, Chenyu Liu, Jiajun Sun, Jiazheng Zhang, Dingwei Zhu, Xin Guo, Junzhe Wang, Zhihao Zhang, Yuming Yang, Junjie Ye, Minghe Gao, Dongrui Liu, Jiaming Ji, Guohao Li, Tao Gui, Qi Zhang, Xuanjing Huang

  • Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding
    Shunqi Mao, Chaoyi Zhang, Weidong Cai

  • Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models
    Jia Deng, Junyi Li, Xin Zhao, Jinpeng Wang, Hongyu Lu, Ji-Rong Wen

  • MemRec: Collaborative Memory-Augmented Agentic Recommender System
    Weixin Chen, Yuhan Zhao, Jingyuan Huang, Zihe Ye, Mingxuan Ju, Tong Zhao, Neil Shah, Li Chen, Yongfeng Zhang

  • INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMs
    Yangjunqi, Yuecong Min, Jie Zhang, Shiguang Shan, Xilin CHEN

  • CLAOCS-TX: Cross-Lingual Triplet Extraction with Aspect-Opinion-Aware Code-Switched Prompting and LLM-Guided Contrastive Distillation
    Lipika Dewangan, Chandresh Kumar Maurya

  • DAC-Bench: A Decision-Aware Benchmark for Compositional Mobile GUI Tasks
    Yuqing Zhang, Honghui Sheng, Xueyu Hu, Shengyu Zhang, Fei Wu

  • GMoE: Global Mixture of Experts with Logit Propagation
    Geonwoo Hong, Taehwan Kim

  • When Does Language Matter? Multilingual Instructions Reveal Step-wise Language Sensitivity in Vision-Language-Action Models
    Xuan Dong, Zhe Han, Tianhao Niu, Qingfu Zhu, Wanxiang Che

  • DialDefer: A Framework for Detecting and Mitigating LLM Dialogic Deference
    Parisa Rabbani, Priyam Sahoo, Ruben Mathew, Aishee Mondal, Harshita Ketharaman, Nimet Beyza Bozdag, Dilek Hakkani-Tür

  • Benchmarking Fine-Grained Error Detection in Multimodal Reasoning
    Chi-Min Chan, Han Zhu, Chunyang Jiang, Jiaming Ji, Juntao Dai, Wei Xue, Sirui Han, Yike Guo

  • Temporal Leakage in Search-Engine Date-Filtered Web Retrieval: A Retrospective Forecasting Case Study
    Ali El Lahib, Ying-Jieh Xia, Zehan Li, Yuxuan Wang, Xinyu Pi

  • Parallel Test-Time Scaling for Latent Reasoning Models
    Runyang You, Yongqi Li, Meng Liu, Wenjie Wang, Liqiang Nie, Wenjie Li

  • SciMDR: Advancing Scientific Multimodal Document Reasoning
    Ziyu Chen, Yilun Zhao, Chengye Wang, Rilyn R. Han, Manasi Patwardhan, Arman Cohan

  • When Benchmarks Leak: Inference-Time Decontamination for LLMs
    Jianzhe Chai, Yu Zhe, Jun Sakuma

  • HSGraphAgent: Knowledge-Graph-Guided Large Language Models for Harmonized System Code Classification
    Qiang Xia, Zijian Zhang, Ao Wang, Wenhan Wang, Xiangyu Wang, Jian Li

  • Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning
    Hamed Damirchi, Ignacio Meza De la Jara, Ehsan Abbasnejad, Afshar Shamsi, Zhen Zhang, Javen Shi

  • VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning
    Wenyi Xiao, Xinchi Xu, Leilei Gan

  • Don’t Corrupt the Fact: A Trustworthy RAG Watermarking Framework based on Dual Factual Shield
    Hao Huang, JiaTang Luo, Ruihua Zhou, Yunpeng Li, Yuling Liu

  • I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing
    Jinghan Yu, Junhao Xiao, Chenyu Zhu, Jiaming Li, Jia Li, HanMing Deng, Xirui Wang, Guoli Jia, Jianjun Li, Xiang Bai, Bowen Zhou, Zhiyuan Ma

  • A Shared Geometry of Difficulty in Multilingual Language Models
    Stefano Civelli, Pietro Bernardelle, Nicolò Brunello, Gianluca Demartini

  • TInR: Exploring Tool-Internalized Reasoning in Large Language Models
    Qiancheng Xu, Yongqi Li, Fan Liu, Hongru WANG, Min Yang, Wenjie Li

  • Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models
    Ryoma Kumon, Hitomi Yanaka

  • One Persona, Many Cues, Different Results: How Sociodemographic Cues Impact LLM Personalization
    Franziska Weeber, Vera Neplenbroek, Jan Batzner, Sebastian Padó

  • Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text
    Amr Mohamed, Yang Zhang, Michalis Vazirgiannis, Guokan Shang

  • Building LLMs Like LEGO: Two-dimensional Architecture Reassembly of Large Language Models
    Xingyu Wu, Yu Zhou, Kay Chen Tan

  • How Long Reasoning Chains Influence LLMs’ Judgment of Answer Factuality
    Minzhu Tu, Shiyu Ni, Keping Bi

  • *T: Progressive Block Scaling for Masked Diffusion Language Models Through Trajectory Aware Reinforcement Learning*
    Hanchen Xia, Baoyou Chen, Yutang Ge, Guojiang Zhao, Siyu Zhu*

  • Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration
    Hang Lv, Hongchao Gu, Ruiqing Yang, Liangyue Li, Zulong Chen, Defu Lian, Hao Wang, Enhong Chen

  • MMErroR: A Benchmark for Erroneous Reasoning in Vision-Language Models
    Yang Shi, Yifeng Xie, Minzhe Guo, Liangsi Lu, Mingxuan Huang, Jingchao Wang, Zhihong Zhu, Boyan Xu, Zhiqi Huang

  • Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory
    Derong Xu, Shuochen Liu, Pengfei Luo, Pengyue Jia, Yingyi Zhang, Yi Wen, Yimin Deng, Wenlin Zhang, Enhong Chen, Xiangyu Zhao, Tong Xu

  • PolitNuggets: Benchmarking Agentic Discovery of Long-Tail Political Facts
    Yifei Zhu

  • Diagnosing and Remedying Representation Deficiencies for Deterministic Reasoning in KGQA
    Gewen Liang, Mufan Xu, Kehai Chen, Wei Wang, Yuwei Wang, Muyun Yang, Tiejun Zhao, Min Zhang

  • Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs
    Qihua Dong, Yitian Zhang, Huimin Zeng, Yizhou Wang, Jianglin Lu, Kuo Yang, Yun Fu

  • Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization
    Gunjan Balde, Soumyadeep Roy, Mainack Mondal, Niloy Ganguly

  • Adversarial Metric Learning for Fine-Grained Emotion Classification
    Junfan Chen, Sizhe Wu, Richong Zhang, Chunming Hu

  • OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models
    Qiguang Chen, Chengyu Luan, Jiajun Wu, Qiming Yu, Yi Yang, Yizhuo Li, Jingqi Tong, Xiachong Feng, Libo Qin, Wanxiang Che

  • Authorship Attribution in Multilingual Machine-Generated Texts
    Lucio La Cava, Dominik Macko, Robert Moro, Ivan Srba, Andrea Tagarelli

  • Layer-Wise High-Impact Parameter Ratio Optimization in Post-Training Quantization for Large Language Models
    Cuong Pham, Anh Dung Hoang, Cuong C. Nguyen, Trung Le, Gustavo Carneiro, Thanh-Toan Do

  • On the Role of Discriminative Models in Generative Relation Extraction
    Guozheng Li, Peng Wang, Zijie Xu, Jing Zhou, Jiajun Liu, Ziyu Shang

  • Speculative End-Turn Detector for Efficient Speech Chatbot Assistant
    Hyunjong Ok, Suho Yoo, Jaeho Lee

  • TwiUSD: A Benchmark Dataset and Structure-Aware LLM Framework for User Stance Detection
    Fuqiang Niu, Zini Chen, Zhiyu Xie, Hu Huang, Qing Liao, Qianlong Wang, Genan Dai, Bowen Zhang

  • Breaking the Impasse: Dual-Scale Evolutionary Policy Training for Social Language Agents
    Minzheng Wang, Run Luo, Yanbo Wang, Zichen Liu, Yuqiao Tan, Tao Tan, Nan Xu, Lu Wang, Wenji Mao

  • Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
    Yifan Wang, Shiyu Li, Peiming Li, Xiaochen Yang, Zheng Wei, Yang Tang

  • Legal Judgment Prediction: A Reflection on the State of the Art
    Yi Feng, Chuanyi Li, Vincent Ng

  • GRAD: Generalizing RAG Adaptation with Decoding
    Youngwon Lee, Seung-won Hwang, Zhewei Yao, Yuxiong He

  • SHARP: Self-adaptive Harmful Category-aware Prompt Generation for Black-box Jailbreaking
    Yingjie Xue, Xingyou Xia, Jun Zhang, Yunbo Cao, Dengpan Ye, Guotong Geng, Fei Li

  • Unveiling the Limits of Large Language Models in Inferring Pragmatic Meaning from Non-Verbal Responses
    Sugyeong Eo, Heuiseok Lim

  • Does RLVR Extend Reasoning Boundaries? Investigating Capability Expansion in Vision-Language Models
    Minghe Shen, Zhuo Zhi, Chonghan Liu, Shuo Xing, Zhengzhong Tu, Che Liu

  • Perception, Understanding and Reasoning: A Multimodal Benchmark for Video Fake News Detection
    Cui Yakun, Peng Qi, Fushuo Huo, Hang Du, Weijie Shi, Juntao Dai, Zhenghao Zhu, Sirui Han

  • RV-HATE: Reinforced Multi-Module Voting for Implicit Hate Speech Detection
    Yejin Lee, Hyeseon An, Yo-Sub Han

  • Cross-Prompt Automated Essay Scoring of Multiple Traits: Making Sense of the State of the Art
    Shengjie Li, Vincent Ng

  • JARVIS or Ultron? A Survey on the Safety and Security Threats of Computer-Using Agents
    Ada Chen, Yongjiang Wu, Junyuan Zhang, Jingyu Xiao, Shu Yang, Jen-tse Huang, Kun Wang, Wenxuan Wang, Shuai Wang

  • Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL
    Le Zhou, Feng Yao, Fengcai Qiao, Bo Xu, Fangyuan Wang, Boyan Xu

  • Why Do More Experts Fail? A Theoretical Analysis of Model Merging
    Zijing Wang, Xingle Xu, YongKang Liu, Yiqun Zhang, Peiqin Lin, Shi Feng, Daling Wang, Xiaocui Yang, Hinrich Schuetze

  • Combining Distantly Supervised Models with In Context Learning for Monolingual and Cross-Lingual Relation Extraction
    Vipul Kumar Rathore, Malik Hammad Faisal, Parag Singla, Mausam

  • Explaining Sources of Uncertainty in Automated Fact-Checking
    Jingyi Sun, Greta Warren, Irina Shklovski, Isabelle Augenstein

  • TRACE: A Corpus of Team Creative Discussions
    Yixuan Jiang, Tiancheng Hu, Jose Hernandez-Orallo, David Stillwell, Luning Sun

  • Evaluating Structure-Aware Retrieval and Safety in Statute-Centric Legal QA
    Kyubyung Chae, Jewon Yeom, Jeongjae Park, Seunghyun Bae, Ijun Jang, Hyunbin Jin, Jinkwan Jang, Taesup Kim

  • PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues
    Prajwal Vijay Kajare, Priyanshu Priya, Bikash Santra, Asif Ekbal

  • SkMTEB: Slovak Massive Text Embedding Benchmark and Model Adaptation
    Marek Suppa, Andrej Ridzik, Daniel Hládek, Natália Kňažeková, Viktória Ondrejová

  • A Linguistics-Aware LLM Watermarking via Syntactic Predictability
    Shinwoo Park, Hyejin Park, Hyeseon An, Yo-Sub Han

  • Selective Contrastive Learning For Gloss Free Sign Language Translation
    Changhao Lai, Rui Zhao, Xuewen Zhong, Jinsong Su, Yidong Cheng

  • SciCustom: A Framework for Custom Evaluation of Scientific Capabilities in Large Language Models
    Yiyang Gu, Junwei Yang, Junyu Luo, Ye Yuan, Bin Feng, Yingce Xia, Shufang Xie, Kaili Liu, Bohan Wu, Qi Shi, Haoran Li, Beier Xiao, Zhiping Xiao, Xiao Luo, Weizhi Zhang, Philip S. Yu, Zequn Liu, Ming Zhang

  • NSF-SciFy: Mining the NSF Awards Database for Scientific Claims
    Delip Rao, Weiqiu You, Eric Wong, Chris Callison-Burch

  • Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective
    Sijie Mai, Shiqin Han

  • Multi-Task Representation Alignment on Language Understanding: A Mutual Information Perspective
    Dou Hu, Lingwei Wei, Hongjiang Xiao, Songlin Hu, Yuan Zhang

  • EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving
    Mukai Li, Linfeng Song, Zhenwen Liang, Jiahao Xu, Shansan Gong, Qi Liu, Haitao Mi, Dong Yu

  • Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybrid Reasoning Models via Reinforcement Learning
    Siyuan Gan, Jiaheng Liu, Boyan Wang, Tianpei Yang, Runqing Miao, Yuyao Zhang, Fanyu Meng, Junlan Feng, Linjian Meng, Jing Huo, Yang Gao

  • LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals
    Zonghai Yao, Hong Yu

  • Mind’s Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs
    Rohit Sinha, Aditya Sanjiv Kanade, Sai Srinivas Kancheti, Vineeth N. Balasubramanian, Tanuja Ganu

  • EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning
    Chuanrui Hu, Xingze Gao, Zuyi Zhou, Dannong Xu, Yi Bai, Xintong Li, Hui Zhang, Tong Li, Chong Zhang, Lidong Bing, Yafeng Deng

  • Interpretable Coreference Resolution Evaluation Using Explicit Semantics
    Bruno Gatti, Giuliano Martinelli, Roberto Navigli

  • SURE or Not? Investigating Semantic Understanding in Dense Retrieval Models
    Lingdi Kong, Xuanang Chen, Ben He, Le Sun

  • When High Accuracy Hides Poor Calibration: Rethinking Confidence Evaluation in Transformer-Based Text Classification with Balanced Brier Score
    Guilherme Fonseca, Gabriel Prenassi, Washington Cunha, Leonardo Rocha, Marcos André Gonçalves

  • *Doc-V: Coarse-to-Fine Interactive Visual Reasoning for Multi-Page Document VQA*
    Yuanlei Zheng, Pei Fu, Hang Li, Ziyang Wang, Yuyi Zhang, Wenyu Ruan, Xiaojin Zhang, Zhongyu Wei, Zhenbo Luo, Jian Luan, Wei Chen, Xiang Bai*

  • Privacy-R1: Privacy-Aware Multi-LLM Agent Collaboration via Reinforcement Learning
    Zheng Hui, Yijiang River Dong, Sanhanat Sivapiromrat, Ehsan Shareghi, Nigel Collier

  • Reinforcement Learning for Diffusion LLMs via Energy-Based Gibbs Alignment
    Yijia Fan, Jing Yang, Mingyu Liu, Kaitong Cai, Jian Wang, Keze Wang, Jusheng Zhang

  • CxMP: A Linguistic Minimal-Pair Benchmark for Evaluating Constructional Understanding in Language Models
    Miyu Oba, Saku Sugawara

  • Evaluating Temporal Consistency in Multi-Turn Language Models
    Yash Kumar Atri, Steven L. Johnson, Thomas Hartvigsen

  • Synthia: Scalable Grounded Persona Generation from Social Media Data
    Vahid Rahimzadeh, Erfan Moosavi Monazzah, Mohammad Taher Pilehvar, Yadollah Yaghoobzadeh

  • From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding
    Yandi Wang, Libin Zhan, Ziwei Huang, Tiancheng Luo, Yuxuan Jiang, Wang Dong, Leilei Gan, Jun Chen

  • LogicEval: A Systematic Framework for Evaluating Automated Repair Techniques for Logical Vulnerabilities in Real-World Software
    Syed Md Mukit Rashid, Abdullah Al Ishtiaq, Kai Tu, Yilu Dong, Tianwei Wu, Ali Ranjbar, Tianchang Yang, Najrin Sultana, Shagufta Mehnaz, Syed Rafiul Hussain

  • Mind the Pause: Disfluency-Aware Objective Tuning for Multilingual Speech Correction with LLMs
    Deepak Kumar, Baban Gain, Asif Ekbal

  • BioTool: A Comprehensive Tool-Calling Dataset for Enhancing Biomedical Capabilities of Large Language Models
    Xin Gao, Ruiyi Zhang, Meixi Du, Peijia Qin, Pengtao Xie

  • COMPASS: A Framework for Evaluating Organization-Specific Policy Alignment in LLMs
    Dasol Choi, DongGeon Lee, Brigitta Jesica Kartono, Helena Berndt, Taeyoun Kwon, Joonwon Jang, Haon Park, Hwanjo Yu, Minsuk Kahng

  • Paper2Rebuttal: A Multi-Agent Framework for Transparent Author Response Assistance
    Qianli Ma, Chang Guo, Zhiheng Tian, SiyuWang, Jipeng Xiao, Yuanhao Yue, Zhipeng Zhang

  • Data Efficient RLVR via Off-Policy Influence Guidance
    Erle Zhu, Dazhi Jiang, Yuan Wang, Xujun Li, Jiale Cheng, Yuxian Gu, Yilin Niu, Aohan Zeng, Jie Tang, Minlie Huang, Hongning Wang

  • CEBC: Conformal Evidence-Bounded Control for Low-Hallucination Vision–Language Generation
    Ashish Mishra, Tarun Kumar, Arpit Shah, Suparna Bhattacharya, Martin Foltin

  • Dual Alignment Between Language Model Layers and Human Sentence Processing
    Tatsuki Kuribayashi, Alex Warstadt, Yohei Oseki, Ethan Gotlieb Wilcox

  • Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
    Tingyu Song, Yanzhao Zhang, Mingxin Li, Zhuoning Guo, Dingkun Long, Pengjun Xie, Siyue Zhang, Yilun Zhao, Shu Wu

  • EDSD: Entropy-Driven Design for Faster Speculative Decoding
    Longkai Cheng, Ximing Wang, Jiangcai Zhu, Kailai Shao, Chao Chen, Haixiang Hu

  • MUTANT: A Recipe for Multilingual Tokenizer Design
    Souvik Rana, Arul Menezes, Ashish Kulkarni, Chandra Khatri, Shubham Agarwal

  • FactCorrector: A Graph-Inspired Approach to Long-Form Factuality Correction of Large Language Models
    Javier Carnerero-Cano, Massimiliano Pronesti, Radu Marinescu, Tigran T. Tchrakian, James Barry, Jasmina Gajcin, Yufang Hou, Alessandra Pascale, Elizabeth M. Daly

  • Decoupling Generalization and Adaptation in Meta-Learning for Large Language Models
    Nitin Vetcha, Binqian Xu, Dianbo Liu

  • MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events
    Raunak Agarwal, Markus Wenzel, Simon Baur, Jonas Zimmer, George Harvey, Jackie Ma

  • Overcoming Copyright Barriers in Corpus Distribution Through Non-Reversible Hashing
    Arthur Amalvy, Vincent Labatut, Xavier Bost, Hen-Hsen Huang

  • UniSRM: A Unified Speech Reward Model for Reasoning-Based Fine-grained Assessment
    Yuanyuan Wang, Dongchao Yang, Yayue Deng, Zhiyong Wu, Yiwen Guo, Helen Meng, Xixin Wu

  • DPEPO: Diverse Parallel Exploration Policy Optimization for LLM-based Agents
    Junshuo Zhang, Chengrui Huang, Feng Guo, Zihan Li, Ke Shi, Menghua Jiang, Jiguo Yu, Shuo Shang, Shen Gao

  • TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent
    Xingyu Sui, Yanyan Zhao, Yulin Hu, Jiahe Guo, Weixiang Zhao, Bing Qin

  • TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent
    Xingyu Sui, Yanyan Zhao, Yulin Hu, Jiahe Guo, Weixiang Zhao, Bing Qin

  • An Information-Theoretic Foundation for the Subregular Hierarchy
    Hung Mai, Khanh Nguyen, Luong Doan, Ngan Duong, Thao Duong, Tuan Do

  • ReGATE: Learning Faster and Better with Fewer Tokens in MLLMs
    Chaoyu Li, Yogesh Kulkarni, Pooyan Fazli

  • From Words to Pixels: A Comprehensive Survey on Large Language Models in Visual Segmentation
    Yizhou Wang, Mang Tik Chiu, Lingzhi Zhang, Xuan Shen, Sohrab Amirghodsi, Yun Fu

  • Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts
    Christos Ziakas, Nicholas Loo, Nishita Jain, Alessandra Russo

  • Graph-Based Alternatives to LLMs for Human Simulation
    Joseph Suh, Suhong Moon, Serina Chang

  • What Makes AI Research Replicable? Executable Knowledge Graphs as Scientific Knowledge Representations
    Yujie Luo, Zhuoyun Yu, Xuehai Wang, Yuqi Zhu, Ningyu Zhang, Lanning Wei, Lun Du, Da Zheng, Huajun Chen

  • Minimal Free Resolution Guided Adaptive Tree Reasoning
    Dezhao Tang, Meihan Liu, Yulai Tong, Guan Yuan, Qiuyan Yan

  • GrAInS: Gradient-based Attribution for Inference-Time Steering of LLMs and VLMs
    Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

  • DiNO: Disinformation Narrative Observer
    Witold Sosnowski, Arkadiusz Modzelewski, Kinga Skorupska, Adam Wierzbicki

  • Agentic Very Long Video Understanding
    Aniket Rege, Arka Sadhu, Yuliang Li, Kejie Li, Ramya Korlakai Vinayak, Yuning Chai, Yong Jae Lee, Hyo Jin Kim

  • OLA: Output Language Alignment in Code-Switched LLM Interactions
    Juhyun Oh, Haneul Yoo, Faiz Ghifari Haznitrama, Alice Oh

  • Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
    Lillian Sun, Martin Pawelczyk, Zhenting Qi, Aounon Kumar, Himabindu Lakkaraju

  • Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations
    Mohit Chandra, Siddharth Sriraman, Harneet Singh Khanuja, Yiqiao Jin, Munmun De Choudhury

  • BatonVoice: An Operationalist Framework for Enhancing Controllable Speech Synthesis with Linguistic Intelligence from LLMs
    Yue Wang, Ruotian Ma, Xingyu Chen, Zhengliang Shi, Morunliu Yang, Wanshun CHEN, Huang Liu, Jiadi Yao, Xin He, Qu Yang, Qingxuan Jiang, Fanghua Ye, Juntao Li, Zhaopeng Tu, Xiaolong Li, Liefeng Bo, Min Zhang

  • Monotonic Scaffolding as a Diagnostic Lens for Legal Reasoning in LLMs
    Pedro Calais, Janderson Santos, Anisio Lacera, Wagner Meira Jr.

  • Jailbreak-Zero: A Path to Pareto Optimal Red Teaming for Large Language Models
    Kai Hu, Abhinav Aggarwal, Mehran Khodabandeh, David Zhang, Eric Hsin, Li Chen, Ankit Jain, Matt Fredrikson, Akash Bharadwaj

  • Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
    Sai Srinivas Kancheti, Aditya Sanjiv Kanade, Vineeth N. Balasubramanian, Tanuja Ganu

  • Factual Retrieval in LLMs Is a Redundant, Distributed and Non-Contiguous Process
    Hail Hochman, Natalie Shapira, Yoav Goldberg

  • What About the Scene With the Hitler Reference? HAUNT: A Framework to Probe LLMs’ Self-consistency in Closed Domains Via Adversarial Nudge
    Arka Dutta, Sujan Dutta, Rijul Magu, Soumyajit Datta, Munmun De Choudhury, Ashiqur R. KhudaBukhsh

  • GitChameleon 2.0: Evaluating AI Code Generation Against Python Library Version Incompatibilities
    Diganta Misra, Nizar Islah, Victor May, Brice Rauby, Zihan Wang, Justine Gehring, Antonio Orvieto, Muawiz Chaudhary, Eilif Muller, Irina Rish, Samira Kahou, Massimo Caccia

  • Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
    Michael Hardy, Yunsung Kim

  • Apertus: Democratizing Open and Compliant LLMs for Global Language Environments
    Alejandro Hernández-Cano, Alexander Hägele, Allen Hao Huang, Angelika Romanou, Antoni-Joan Solergibert, Barna Pásztor, Bettina Messmer, Dhia Garbaya, Eduard Frank Ďurech, Ido Hakimi, Juan Garcia Giraldo, Mete Ismayilzada, Negar Foroutan, Skander Moalla, Tiancheng Chen, Vinko Sabolčec, Yixuan Xu, Michael Aerni, Badr AlKhamissi, Inés Altemir Marinas, Mohammad Hossein Amani, Matin Ansaripour, Ilia Badanin, Harold Benoit, Emanuela Boros, Nicholas John Browning, Fabian Bösch, Maximilian Böther, Niklas Canova, Camille Challier, Clément Charmillot, Jonathan Coles, Jan Milan Deriu, Arnout Devos, Lukas Drescher, Daniil Dzenhaliou, Maud Ehrmann, Dongyang Fan, Simin Fan, Silin Gao, Miguel Gila, María Grandury, Diba Hashemi, Alexander Miserlis Hoyle, Jiaming Jiang, Mark Klein, Andrei Kucharavy, Anastasiia Kucherenko, Frederike Lübeck, Roman Machacek, Theofilos Ioannis Manitaras, Andreas Marfurt, Kyle Matoba, Simon Matrenok, Henrique Mendonça, Fawzi Roberto Mohamed, Syrielle Montariol, Luca Mouchel, Sven Najem-Meyer, Jingwei Ni, Gennaro Oliva, Matteo Pagliardini, Elia Palme, Andrei Panferov, Léo Paoletti, Marco Passerini, Ivan Pavlov, Auguste Poiroux, Kaustubh Ponkshe, Nathan Ranchin, Javier Rando, Mathieu Sauser, Jakhongir Saydaliev, Mukhammadali Sayfiddinov, Marian Schneider, Stefano Schuppli, Marco Scialanga, Andrei Semenov, Kumar Shridhar, Raghav Singhal, Anna Sotnikova, Alexander Sternfeld, Ayush Kumar Tarun, Paul Teiletche, Jannis Vamvas, Xiaozhe Yao, Hao Zhao, Alexander Ilic, Ana Klimovic, Andreas Krause, Caglar Gulcehre, David Rosenthal, Elliott Ash, Florian Tramèr, Joost VandeVondele, Livio Veraldi, Martin Rajman, Thomas C. Schulthess, Torsten Hoefler, Antoine Bosselut, Martin Jaggi, Imanol Schlag

  • Reviving Iterative Refinement in Diffusion-based NER with an Initializer-Restorer Approach
    Long Trieu, Hieu Phi, Makoto Miwa

  • Reframing Responsibility: Framing-Aware Event Causality Identification
    Jin Zhao, Jiayi Yao

  • Adaptive Instruction Composition for Automated LLM Red-Teaming
    Jesse Zymet, Andy Luo, Swapnil Shinde, Sahil Wadhwa, Emily Chen

  • CHOIR: Harmonizing Structured Persona Diversity for Robust Collaborative LLM Reasoning
    Xiangjue Dong, Cong Wang, Maria Teleki, Millennium Bismay, Ruihong Huang, James Caverlee

  • TabReX: Tabular Referenceless eXplainable Evaluation
    Tejas Anvekar, Junha Park, Aparna Garimella, Vivek Gupta

  • DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation
    Zining Liu, Yunhai Hu, Tianhua Xia, Bo Bao, Eric Sather, Vithursan Thangarasa, Saiqian Zhang

  • Revisiting Non-Verbatim Memorization in Large Language Models: The Role of Entity Surface Forms
    Yuto Nishida, Naoki Shikoda, Yosuke Kishinami, Ryo Fujii, Makoto Morishita, Hidetaka Kamigaito, Taro Watanabe

  • ChatAnime: Towards User-Centered Emotional Support in LLM-based Virtual Character Chat
    Lanlan Qiu, Xiao Pu, Yeqi Feng, Wenchang Gao, Tianxing He

  • DyBBT: Dynamic Balance via Bandit-inspired Targeting for Dialog Policy with Cognitive Dual Systems
    Shuyu Zhang, Yifan Wei, Jialuo Yuan, Xinru Wang, Yanmin Zhu, Bin Li, Yujie Liu

  • SciPedia: Unlocking the Value of Scientific Data for Pre-training
    Yiwei Qin, Zhen Huang, Tiantian Mi, Weiye Si, Qipeng Guo, Siyuan Feng, Pengfei Liu

  • Protein-STORY: Semantic Text-Oriented Representation Yields biologically meaningful Protein embeddings
    Nabil Ibtehaz, Daisuke Kihara

  • From Word Sequences to Behavioral Sequences: Adapting Modeling and Evaluation Paradigms for Longitudinal NLP
    Adithya V Ganesan, Vasudha Varadarajan, Oscar Kjell, Whitney Ringwald, Scott M Feltman, Benjamin J. Luft, Romon Kotov, Ryan L Boyd, H. Andrew Schwartz

  • Why Mean Pooling Works: Quantifying Second-Order Collapse in Text Embeddings
    Tomomasa Hara, Hiroto Kurita, Masaaki Imaizumi, Kentaro Inui, Sho Yokoi

  • Self-Guided Alignment: Adaptive Preference Sensing for Multi-Objective Generation
    Ning Wang, Zhanyang Liu, Taotao Zhou, Xinrui Zhang, Zongru Shao, Haojie Zhou

  • ReasMark: A Robust Watermark for Attributing LLM Reasoning Under Knowledge Distillation Attacks
    Peizhuo Lv, Ruihua Zhou, Yunpeng Li, Ruigang Liang, Xingshuo Han, XiaoFeng Wang, Wei Dong, Yuling Liu

  • One Single Hub Text Breaks CLIP: Identifying Vulnerabilities in Cross-Modal Encoders via Hubness
    Hiroyuki Deguchi, Katsuki Chousa, Yusuke Sakai

  • Awakening Dormant Experts:Counterfactual Routing to Mitigate MoE Hallucinations
    Wentao Hu, Yanbo Zhai, Xiaohui Hu, Mingkuan Zhao, Shanhong Yu, Xue Liu, Kaidong Yu, Shuangyong Song, Xuelong Li

  • Characterizing and Evaluating Working Emotion Vocabularies in Multilingual Large Language Models
    Nicholas Deas, Ivan Ernesto Perez Mejia, Ellie Yang, Kathleen McKeown

  • HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL Conferences
    Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

  • Solve-Detect-Verify: Inference-Time Scaling with Flexible Generative Verifier
    Jianyuan Zhong, Zeju Li, Zhijian Xu, Xiangyu Wen, Kezhi Li, Qiang Xu

  • SPARD: Self-Paced Curriculum for RL Alignment via Integrating Reward Dynamics and Data Utility
    Xuyang Zhi, Peilun Zhou, Chengqiang Lu, Hang Lv, Yiwei Liang, Rongyang Zhang, Yan Gao, Yi Wu, Yao Hu, Hongchao Gu, Defu Lian, Hao Wang, Enhong Chen

  • Lost in Simulation: LLM-Simulated Users are Unreliable Proxies for Human Users in Agentic Evaluations
    Preethi Seshadri, Samuel Cahyawijaya, Ayomide Odumakinde, Sameer Singh, Seraphina Goldfarb-Tarrant

  • Toward Robust Evaluation for Multilingual Grammatical Error Correction: Can Large Language Models Replace Human References?
    Alla Rozovskaya, Dan Roth

  • Cell-Based Representation of Relational Binding in Language Models
    Qin Dai, Benjamin Heinzerling, Kentaro Inui

  • LOTUS: Evolving Multimodal Unlearning via Hyperbolic Entailment and Lorentz Transport
    Zekun Wang, Jingjie Zeng, Yingxu Li, Liang Yang, Hongfei Lin

  • KARL: Reinforcement Learning for LLM Agents on Multi-Turn Knowledge-Intensive Agentic Tasks
    Xueqiao Sun, Xiao Liu, Bowen Lv, Hanchen Zhang, Bohao Jing, Zehan Qi, Yifan Xu, Yuxiao Dong, Jie Tang

  • FIGMA: Towards FIne-Grained Music retrievAl
    Nishit Anand, Ashish Seth, Sreyan Ghosh, Dinesh Manocha, Ramani Duraiswami

  • MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning?
    Yuandong Wang, Yao Cui, Yuxin Zhao, Zhen Yang, Yangfu Zhu, Zhenzhou Shao

  • TokDrift: When LLM Speaks in Subwords but Code Speaks in Grammar
    Yinxi Li, Yuntian Deng, Pengyu Nie

  • REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation
    FuLin Shi, Wenyi Xiao, Leilei Gan, Liang Ding, Bin Chen

  • ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging
    Junyao Yang, Chen Qian, Wen Shen, Yong Liu, Jing Shao, Dongrui Liu

  • Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations?
    Anvesh Rao Vijjini, Sagar Manjunath, Snigdha Chaturvedi

  • Diving into the Decoding Space of Non-Autoregressive Models via Lexically Constrained Search
    Chenyang Huang, Osmar R. Zaïane

  • CIG: Measuring Conversational Information Gain in Deliberative Dialogues with Semantic Memory Dynamics
    Ming-Bin Chen, Jey Han Lau, Lea Frermann

  • A Multilingual Social Bias Benchmark Incorporating Thinking Processes
    Masahiro Kaneko, Danushka Bollegala, Timothy Baldwin

  • Preference Heads in Large Language Models: A Mechanistic Framework for Interpretable Personalization
    Weixu Zhang, Ye Yuan, Changjiang Han, Yuxing Tian, Zipeng Sun, Linfeng Du, Jikun Kang, Hong Kang, Xue Liu, Haolun Wu

  • Influence-based Online Experience Selection for Effective RLHF
    Yifan Gong, Jing Yao, Xiting Wang, Xunlong Wang, Xiaoyuan Yi, Xing Xie

  • NaturalGAIA: A Verifiable Benchmark and Hierarchical Framework for Long-Horizon GUI Tasks
    Zihan Zheng, Tianle Cui, Taoran Wang, Fengtao Wang, Jiahui Pan, Lewei He, Qianglong Chen

  • Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning
    YongKang Liu, Xingle Xu, Ercong Nie, Zijing Wang, Shi Feng, Daling Wang, Qian Li, Hinrich Schuetze

  • Tackling the Root of Misinformation by Teaching Laypeople about Logical Fallacies via Socratic Questioning and Critical Argumentation
    Minjing Shi, Junling Wang, Jingwei Ni, Sankalan Pal Chowdhury, Mrinmaya Sachan

  • TRAC: Teacher-Guided Token Reward with Adaptive Calibration for Robust Policy Optimization
    Sitong Wu, Haoru Tan, Xichen Zhang, Bin Xia, Wenhu Zhang, Xiaojuan Qi, Bei Yu, Jiaya Jia

  • Macaron: Controlled, Human-Written Benchmark for Multilingual and Multicultural Reasoning via Template-Filling
    Alaa Elsetohy, Sama Hadhoud, Haryo Wibowo, Chenxi Whitehouse, Genta Winata, Fajri Koto, Alham Aji

  • Typology-Aware Multilingual Morphosyntactic Parsing with Joint Abstract Node Modeling
    Kutay Acar, Gülşen Eryiğit

  • SharVeT: Similarity-aware Parameter Sharing with Vector-based Tuning for Efficient LLM Compression
    Jeongin Yun, Jaeri Lee, Jongjin Kim, Minjun Kim, Jinho Song, U Kang

  • Beyond Variance: Knowledge-Aware LLM Compression via Fisher-Aligned Subspace Diagnostics
    Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma

  • REMIND: Memorization and Unlearning in LLMs Through the Lens of Input Loss Landscapes
    Liran Cohen, Yaniv Nemcovsky, Avi Mendelson

  • Reinforced Efficient Reasoning via Semantically Diverse Exploration
    Ziqi Zhao, Zhaochun Ren, Jiahong Zou, Liu Yang, Zhiwei Xu, Xuri Ge, Zhumin Chen, Xinyu Ma, Daiting Shi, Shuaiqiang Wang, Dawei Yin, Xin Xin

  • Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization
    Kerem Zaman, Shashank Srivastava

  • MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation
    Chi-Hsiang Hsiao, Yi-Cheng Wang, Tzung-Sheng Lin, Yi-Ren Yeh, Chu-Song Chen

  • SELECting over Tokens: Curating Pre-training Data at Scale via Token Classification
    Xin Tong, Weidong Zhang, Jiaang Li, Haibin Chen, Shilei Liu, Langming Liu, Kangtao Lv, Yujin Yuan, Wenbo Su, Bo Zheng

  • TROJail: Trajectory-Level Optimization for Multi-Turn Large Language Model Jailbreaks with Process Rewards
    Xiqiao Xiong, Ouxiang Li, Zhuo Liu, Moxin Li, Wentao Shi, Fengbin Zhu, Qifan Wang, Fuli Feng

  • Accurate and Efficient Statistical Testing for Word Semantic Breadth
    Yo Ehara

  • Constructing coherent spatial memory in LLM agents through graph rectification
    Puzhen Zhang, Xuyang Chen, Yu Feng, Yuhan Jiang, Liqiu Meng

  • Towards a Mechanistic Understanding of Large Reasoning Models: A Survey of Training, Inference, and Failures
    Yi Hu, Jiaqi Gu, Ruxin Wang, Zijun Yao, Hao Peng, Xiaobao Wu, Jianhui Chen, Muhan Zhang, Liangming Pan

  • JurisBench: A Deep Benchmark for Assessing Large Language Models in Professional Legal Practice
    Ziang Chen, Guannan Li, Fanlin Ji, Yipeng Kang, Jiaqi Li, Muhan Zhang, Yangtao Zhang, Li Tianjiao, Jiannan Wang, Xin Guo, Song-Chun Zhu, Bin Ling

  • River-LLM: Large Language Model Seamless Exit Based on KV Share
    Yingtao Shen, An Zou