Table of Contents

• Frontmatter [doi]
• I Don't Need Solution. I Need Emotional Support : Empathetic LLMs based on Emotional ValidationSuhyune Son, Jungwoo Lim, Myunghoon Kang, Seongtae Hong, Yuna Hur, Evelyn Hayoon Zi, HeuiSeok Lim. 1-26 [doi]
• Extraction of Texters' Explicit Emotion Expressions in Crisis ConversationsGreg Buda, Ignacio J. Tripodi, Kelly L. Zuromski, Margaret Meagher, Elizabeth A. Olson. 27-44 [doi]
• WikiVideo: Article Generation from Multiple VideosAlexander Martin 0006, Reno Kriz, William Gantt Walden, Kate Sanders 0002, Hannah Recknor, Eugene Yang 0001, Francis Ferraro, Benjamin Van Durme. 45-70 [doi]
• Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent AnnotatorsFeng Gu, Zongxia Li, Carlos Rafael Colon, Benjamin Evans, Ishani Mondal, Jordan Lee Boyd-Graber. 71-89 [doi]
• Accelerating LLM Fine-Tuning via Embedding Knowledge TransferMeishu Peng, Ziyue Zhang, Yi Zhang, Pengyang Wang, Zixuan Yuan, Denghui Zhang. 90-107 [doi]
• Understanding Secret Leakage Risks in Code LLMs: A Tokenization PerspectiveMeifang Chen, Zhe Yang, Huang Nianchen, Yizhan Huang, Yichen Li 0003, Zihan Li, Michael R. Lyu. 108-119 [doi]
• MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular DataYaobin Ling, Xiaoqian Jiang, Yejin Kim. 120-136 [doi]
• EMCompress: Video-LLMs with Endomorphic Multimodal CompressionZheyu Fan, Jiateng Liu, Yuji Zhang 0002, Zihan Wang, Yi R. Fung 0001, Manling Li, Heng Ji 0001. 137-162 [doi]
• Learning from Contrastive Prompts: An Automated Prompt Optimization FrameworkMingqi Li, Karan Aggarwal, Yong Xie 0002, Aitzaz Ahmad, Stephen Lau. 163-188 [doi]
• Private Seeds, Public LLMs: Realistic and Privacy-Preserving Synthetic Data GenerationQian Ma, Sarah Rajtmajer. 189-210 [doi]
• ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool UseMengjie Deng, Guanting Dong 0001, Zhicheng Dou. 211-225 [doi]
• VChain: Chain-of-Visual-Thought for Reasoning in Video GenerationZiqi Huang, Ning Yu, Gordon Chen, Haonan Qiu, Paul Debevec, Ziwei Liu 0002. 226-250 [doi]
• Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea GenerationNuo Chen 0002, Yicheng Tong, Yuzhe Yang, Yufei He, Xueyi Zhang, Qingyun Zou, Qian Wang 0002, Bingsheng He. 251-306 [doi]
• Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer ReviewsSai Suresh Macharla Vasu, Ivaxi Sheth, Hui-Po Wang, Ruta Binkyte, Mario Fritz. 307-330 [doi]
• Unveiling Inherent Visual Grounding in Multimodal LLMs for Text-Rich ImagesShijie Zhou 0008, Jihyung Kil, Ming Li 0010, Jiuxiang Gu, Curtis Wigington, Rajiv Jain, Changyou Chen, Ruiyi Zhang 0002. 352-370 [doi]
• PUMA: Projected Universal Multilingual ASR for Low-Resource Settings. Application to Diverse African LanguagesIlyes Oukid, Bilal Faye, Hanane Azzag, Mustapha Lebbah, Said Yacine Boulahia. 371-382 [doi]
• How Grounded is Wikipedia? A Study on Structured Evidential Support and RetrievalWilliam Gantt Walden, Kathryn Ricci, Miriam Wanner, Zhengping Jiang, Chandler May, Rongkun Zhou, Benjamin Van Durme. 400-420 [doi]
• Strategy-Induct: Task-Level Strategy Induction for Instruction GenerationPo-Chun Chen, Hen-Hsen Huang, Hsin-Hsi Chen. 481-504 [doi]
• Idiom Understanding as a Tool to Measure the Dialect GapDavid Beauchemin, Yan Tremblay, Mohamed Amine Youssef, Richard Khoury. 505-522 [doi]
• Two Heads Are Better Than One: Audio-Visual Speech Error Correction with Dual HypothesesSungnyun Kim, Kangwook Jang, Sungwoo Cho, Joon Son Chung, Hoirin Kim, Se-Young Yun. 544-564 [doi]
• Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language ModelsTeng Wang, Zhangyi Jiang, Zhenqi He, Hailei Gong, Shenyang Tong, Wenhan Yang, ZeYu Li, Yanan Zheng, Zifan He, Zewen Ye, Shengjie Ma, Jianping Zhang. 565-576 [doi]
• SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning EvaluationLongteng Guo, Xuanxu Lin, Dongze Hao, Tongtian Yue, Pengkang Huo, Jiatong Ma, Yuchen Liu, Jing Liu 0001. 577-601 [doi]
• ANCHOR: LLM-driven Subject Conditioning for Text-to-Image SynthesisAashish Anantha Ramakrishnan, Sharon X. Huang, Dongwon Lee 0001. 618-638 [doi]
• Personalized Benchmarking: Evaluating LLMs by Individual PreferencesCristina Garbacea, Heran Wang, Chenhao Tan. 639-675 [doi]
• Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active LearningAlisa Kanganis, Katherine A. Keith. 676-699 [doi]
• Do LLMs Really Know What They Don't Know? Internal States Mainly Reflect Knowledge Recall Rather Than TruthfulnessChi Seng Cheang, Hou Pong Chan, Wenxuan Zhang 0001, Yang Deng 0002. 713-730 [doi]
• A Dual-Phase Self-Evolution Framework for Large Language ModelsHaoran Sun, Zekun Zhang, Shaoning Zeng. 772-782 [doi]
• Preference-Aware Memory Update for Long-Term LLM AgentsHaoran Sun, Zekun Zhang, Shaoning Zeng. 783-793 [doi]
• C²DLM: Causal Concept-Guided Diffusion Large Language ModelsKairong Han, Nuanqiao Shan, Ziyu Zhao 0001, Zijing Hu, XinPeng Dong, Ye Jun Jian, Lujia Pan, Fei Wu 0001, Kun Kuang 0001. 821-838 [doi]
• CMTD: Cognitive Modeling with Traits and Distortions for Multimodal Emotion Recognition in ConversationsMinh-Tien Nguyen, Huu-Loi Le, Manh-Cuong Phan, Hajime Hotta. 839-854 [doi]
• Bridging the Culture Gap: A Framework for LLM-Driven Socio-Cultural Localization of Math Word Problems in Low-Resource LanguagesIsrael Abebe Azime, Tadesse Destaw Belay, Dietrich Klakow, Philipp Slusallek, Anshuman Chhabra. 855-870 [doi]
• Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough DataOfir Arviv, Kristjan Greenewald, Yotam Perlitz, Hadar Mulian, Michal Shmueli-Scheuer, Leshem Choshen. 871-881 [doi]
• AnyGraph: Graph Foundation Model in the WildLianghao Xia, Chao Huang. 882-896 [doi]
• DOSE: Data Selection for Multi-Modal LLMs via Off-the-Shelf ModelsBiao Wu 0006, Yiwu Zhong, Meng Fang, Ling Chen 0006. 897-911 [doi]
• MergeIT: From Selection to Merging for Efficient Instruction TuningHongyi Cai, Yuqian Fu, Hongming Fu, Bo Zhao 0038. 912-923 [doi]
• The Illusion of Insight in Reasoning ModelsLiv G. d'Aliberti, Manoel Horta Ribeiro. 924-966 [doi]
• Adaptive Layer Selection for Layer-Wise Token Pruning in LLM InferenceRei Taniguchi, Yuyang Dong, Makoto Onizuka, Chuan Xiao 0001. 967-986 [doi]
• Aligning What LLMs Do and Say: Towards Self-Consistent ExplanationsSahar Admoni, Ofra Amir, Assaf Hallak, Yftah Ziser. 987-1003 [doi]
• TARo: Token-level Adaptive Routing for LLM Test-time AlignmentArushi Rai, Qiang Zhang, Hanqing Zeng, Yunkai Zhang, Dipesh Tamboli, Xiangjun Fan, Zhuokai Zhao, Lizhu Zhang. 1004-1025 [doi]
• ProRank: Prompt Warmup via Reinforcement Learning for Small Language Models RerankingXianming Li, Aamir Shakir, Rui Huang, Julius Lipp, Benjamin Clavié, Jing Li. 1026-1037 [doi]
• ChemAmp: Amplified Chemistry Tools via Composable AgentsZhucong Li, Powei Chang, Jin Xiao, Zhijian Zhou, Qianyu He, Jiaqing Liang, Fenglei Cao, Yinghui Xu 0001, Yuan Qi 0001. 1038-1053 [doi]
• CodeContests-O: Powering LLMs via Feedback-Driven Iterative Test Case GenerationJianfeng Cai 0008, Jinhua Zhu 0001, Ruopei Sun, Kangwen Zhao, Dongyun Xue, Mingxiao Feng, Wengang Zhou 0001, Houqiang Li. 1054-1072 [doi]
• Hybrid-Vector Retrieval for Visually Rich Documents: Combining Single-Vector Efficiency and Multi-Vector AccuracyJuyeon Kim 0001, Geon Lee, Dongwon Choi, Taeuk Kim, Kijung Shin. 1073-1089 [doi]
• Multi-Scale Spectral Selection and Entropy-Guided Uncertainty Fusion for Multimodal Rumor DetectionZongliang Han, Wenyu Guo, Guoqing Jin, Yang Liu, Fan Li, Dong Yu, Yan Song, Fengzhen Zhang. 1090-1100 [doi]
• Covariance Matrix-Driven Image Channel Allocation for Multimodal Fake News DetectionZongliang Han, Wenyu Guo, Guoqing Jin, Yang Liu, Yan Song, Dong Yu, Wang Min. 1101-1115 [doi]
• JointCQ: Improving Factual Hallucination Detection with Joint Claim and Query GenerationFan Xu, Huixuan Zhang, Zhenliang Zhang 0003, Jiahao Wang, Xiaojun Wan 0001. 1138-1159 [doi]
• Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech RecognitionYi-Cheng Lin, Yu-Hsuan Li Liang, Hsuan Su, Tzu-Quan Lin, Shang-Tse Chen, Yun-Nung Chen, Hung-yi Lee. 1160-1175 [doi]
• SGA-MCTS: Decoupling Planning from Execution via Training-Free Atomic Experience RetrievalXin Xie, Dongyun Xue, Wuguannan Yao, Mingxiao Feng, Wengang Zhou 0001, Xiang Qi, Houqiang Li, Peng Zhang 0080. 1176-1193 [doi]
• Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed InstructionYulin Chen, Haoran Li, Yuan Sui 0001, Yue Liu 0008, Yufei He, Xiaoling Bai, Chi Fei, Li Yabo, Haozhe Ma, Yangqiu Song, Bryan Hooi. 1194-1215 [doi]
• Differentially Private Synthetic Text Generation for Retrieval-Augmented Generation (RAG)Junki Mori, Kazuya Kakizaki, Taiki Miyagawa, Jun Sakuma. 1216-1235 [doi]
• When Slower Isn't Truer: Inverse Scaling Law of Truthfulness in Multimodal ReasoningSitong Fang, Wenjing Cao, Jiahao Li, Xuyao Wang, Chi-Min Chan, Sirui Han, Juntao Dai, Yike Guo, Yaodong Yang 0001, Jiaming Ji. 1236-1263 [doi]
• StressTest: Can YOUR Speech LM Handle the Stress?Iddo Yosha, Gallil Maimon, Yossi Adi. 1264-1285 [doi]
• EVADE: LLM-Based Explanation Generation and Validation for Error Detection in NLILongfei Zuo, Barbara Plank, Siyao Peng. 1286-1300 [doi]
• Attention to Non-AdoptersKaitlyn Zhou, Kristina Gligoric, Myra Cheng, Michelle S. Lam, Vyoma Raman, Boluwatife Aminu, Caeley Woo, Michael Brockman, Hannah Cha, Dan Jurafsky. 1336-1366 [doi]
• Ready to Translate, Not to Represent? Bias and Performance Gaps in Multilingual LLMs Across Language Families and DomainsMd. Faiyaz Abdullah Sayeedi, Subhey Sadi Rahman, Md. Mahbub Alam, Md. Adnanul Islam, Jannatul Ferdous Deepti, Tasnim Mohiuddin, Md Mofijul Islam, Swakkhar Shatabda. 1367-1391 [doi]
• TemporalVLM: Video LLMs for Temporal Reasoning in Long VideosFawad Javed Fateh, Umer Ahmed, Hamza Khan, M. Zeeshan Zia, Quoc Huy Tran. 1427-1447 [doi]
• Mitigating Judgment Preference Bias in Large Language Models through Group-Based PollingShuliang Liu, Zhipeng Xu, Zhenghao Liu 0001, Yukun Yan, Minghe Yu 0001, Yu Gu 0002, Chong Chen, Huiyuan Xie, Ge Yu 0001. 1448-1464 [doi]
• New Compendium of a Myriad of Plants: A New Dataset Describing Ancient Chinese PlantsXiaobin Shen, Zhongqing Wang, Shichen Li, Chu-Ren Huang, Guodong Zhou 0001. 1483-1498 [doi]
• EvoEdit: Evolving Null-space Alignment for Robust and Efficient Knowledge EditingSicheng Lyu, Yu Gu, Xinyu Wang 0061, Jerry Huang, Sitao Luan, Yufei Cui, Xiao-Wen Chang, Peng Lu 0006. 1520-1540 [doi]
• Efficient Reasoning for LLMs through Speculative Chain-of-ThoughtJikai Wang, Juntao Li 0005, Jianye Hou, Yan Bowen, Lijun Wu 0003, Min Zhang 0005. 1541-1553 [doi]
• From Coarse to Fine: Self-Adaptive Hierarchical Planning for LLM AgentsHaoran Tan, Zeyu Zhang, Chen Ma 0001, Tianze Liu, Quanyu Dai, Xu Chen. 1554-1569 [doi]
• WISCA: A Lightweight Model Transition Method to Improve LLM Training via Weight ScalingJiacheng Li, Jianchao Tan, Zhidong Yang, Pingwei Sun, Feiye Huo, Jiayu Qin, Xiangyu Zhang, Maoxin He, Guangming Tan, Weile Jia, Xunliang Cai, Tong Zhao. 1589-1601 [doi]
• Disentangling Codemixing in Chats: The NUS ABC Codemixed CorpusSvetlana Churina, Akshat Gupta, Nur Insyirah Binte Imam Mujtahid, Kokil Jaidka. 1602-1624 [doi]
• When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMsSoyeong Jeong, Taehee Jung, Sung Ju Hwang, Joo-Kyung Kim, Dongyeop Kang. 1625-1646 [doi]
• Lunar-Bench: Towards Evaluating Task-Oriented Reasoning of LLMs in Lunar Exploration ScenariosXin-Yu Xiao, Ye Tian, Erwei Yin, Zhixian He, Shiqi Wang, Yalei Liu, Qianchen Xia. 1668-1705 [doi]
• BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable RewardsYupeng Chang, Yuan Wu 0002, Yi Chang 0001. 1706-1725 [doi]
• Rethinking Research on Stereotypes: An Analysis through Social Psychological and Computational PerspectivesKaustubh Shivshankar Shejole, Pushpak Bhattacharyya. 1726-1747 [doi]
• Understanding Generalization in Role-Playing Models via Information TheoryYongqi Li 0002, Hao Lang, Fei Huang 0002, Tieyun Qian, Yongbin Li 0001. 1774-1809 [doi]
• A Multilingual Dataset and Empirical Validation for the Mutual Reinforcement Effect in Information ExtractionChengguang Gan, Sunbowen Lee, Qingyu Yin, Yunhao Liang, Xinyang He, Hanjun Wei, Younghun Lim, Shijian Wang, Hexiang Huang, Qinghao Zhang, Shiwen Ni, Tatsunori Mori. 1810-1829 [doi]
• TRACE: An Experiential Framework for Coherent Multi-hop Knowledge Graph Question AnsweringYingxu Wang, Jiaxin Huang, Mengzhu Wang, Nan Yin. 1830-1851 [doi]
• Can LLMs See Without Pixels? Benchmarking Spatial Intelligence from Textual DescriptionsZhongbin Guo, Zhen Yang, YuShan Li, Xinyue Zhang, Wenyu Gao, Jiacheng Wang, Chengzhi Li, Xiangrui Liu, Ping Jian. 1852-1897 [doi]
• Lil: Less is Less When Applying Post-Training Sparse-Attention Algorithms in Long-Decode StageJunhao Hu, Fangze Li, Mingtao Xu, Feifan Meng, Shiju Zhao, Tiancheng Hu, Ting Peng, Anmin Liu, Wenrui Huang, Chenxu Liu, Ziyue Hua, Tao Xie 0001. 1898-1912 [doi]
• Static Models, Dynamic World: A Unified Perspective on Temporal Perception in Large Language ModelsChenhao Li, Dandan Song 0005, Changzhi Zhou, Jun Yang, Yuhang Tian, Huipeng Ma, Guangyuan Feng, Luan Zhang, Xudong Li, Ke Duan. 1913-1932 [doi]
• Decomposed Trust: Privacy, Adversarial Robustness, Ethics, and Fairness in Low-Rank LLMsDaniel Agyei Asante, Md Mokarram Chowdhury, Yang Li. 1933-1952 [doi]
• Exploring Reasoning Reward Model for AgentsKaixuan Fan, Kaituo Feng, Manyuan Zhang, Tianshuo Peng, Zhixun Li, Yilei Jiang, Shuang Chen, Xiangyu Yue 0001. 1975-1991 [doi]
• MTMCS-Bench: Evaluating Contextual Safety of Multimodal Large Language Models in Multi-Turn DialoguesZheyuan Liu 0010, Dongwhi Kim, Yixin Wan, Xiangchi Yuan, Zhaoxuan Tan, Fengran Mo, Meng Jiang 0001. 1992-2036 [doi]
• REAP: Towards Effective Training-Free Chemical Reasoning with Explicit Atomic PriorsMingxu Zhang, Dazhong Shen, Qi Zhang, Ying Sun. 2037-2062 [doi]
• Towards Self-Improving Error Diagnosis in Multi-Agent SystemsJiazheng Li, Emine Yilmaz, Bei Chen, Thu Le. 2063-2077 [doi]
• Text2Mem: A Unified Memory Operation Language for Memory Operating SystemLeo Wang, Lihai Yang, Boyu Chen, Kerun Xu, Gongyi Zou, Bo Tang 0011, Feiyu Xiong, Siheng Chen, Zhiyu Li. 2105-2119 [doi]
• AMO-Bench: Large Language Models Still Struggle in High School Math CompetitionsJunlin Liu, Shengnan An, Shuang Zhou, Dan Ma, Yehao Lin, Xinxuan Lv, Xuanlin Wang, Xiaoyu Li, Ziwen Wang, Xuezhi Cao, Xunliang Cai. 2120-2137 [doi]
• When Facts Change: Temporal Knowledge Conflict Resolution in LLMsJonas Wallat, Wolfgang Nejdl, Sandipan Sikdar. 2154-2184 [doi]
• SCRIPT: A Subcharacter Compositional Representation Injection Module for Korean Pre-Trained Language ModelsSungho Kim, Juhyeong Park, Eda Atalay, SangKeun Lee 0001. 2185-2213 [doi]
• PibE-MPP: A Play-it-by-Ear Masking Performance Plug-in for LLMsMengwei Wang, Simin Niu, Xun Liang 0001, Yuefeng Ma, Sensen Zhang, Jiawei Yang, Shichao Song, Hanyu Wang, Huayi Lai. 2214-2225 [doi]
• RoleCDE: Benchmarking and Mitigating Role-Alignment Trade-offs in Role-Playing AgentsHuayi Lai, Shichao Song, Simin Niu, Hanyu Wang, Jiawei Yang, Zhouxing Wang, Zhiqiang Yin, Xun Liang 0001. 2226-2248 [doi]
• PolicyLLM: Towards Excellent Comprehension of Public Policy for Large Language ModelsHan Bao 0003, Penghao Zhang, Yue Huang 0001, Zhengqing Yuan, Yanchi Ru, S. U. Rui, Yujun Zhou 0002, Xiangqi Wang, Kehan Guo, Nitesh V. Chawla, Yanfang Ye 0001, Xiangliang Zhang 0001. 2249-2274 [doi]
• BOOKAGENT: Orchestrating Safety-Aware Visual Narratives via Multi-Agent Cognitive CalibrationBo Gao, Chang Liu, Yuyang Miao, Siyuan Ma, Ser-Nam Lim. 2275-2292 [doi]
• Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build EnvironmentsJunjie Ye 0005, Changhao Jiang, Zhengyin Du, Yufei Xu, Xuesong Yao, Zhiheng Xi, Xiaoran Fan, Qi Zhang, Tao Gui, Xuanjing Huang 0001, Jiecao Chen. 2293-2323 [doi]
• Do Domain-specific Experts exist in MoE-based LLMs?Giang Do, Hung Le 0002, Truyen Tran 0001. 2324-2340 [doi]
• AutoUE: Automated Generation of 3D Games in Unreal Engine via Multi-Agent SystemsLei Yin, Wentao Cheng, Zhida Qin, Tianyu Huang, Yidong Li, Gangyi Ding. 2341-2364 [doi]
• Comprehensive Benchmarking of Long-Form Speech Generation in Diverse ScenariosChanghao Pan, Rui Yang, Han Wang, Zhuan Zhou, Xuming He, Wenxiang Guo, Ziyue Jiang 0001, Ruiqi Li, Yu Zhang 0126, Chenyuhao Wen, Ke Lei, Xiang Yin 0006, Jingyu Lu 0001, Zhiyuan Zhu, Zhou Zhao 0001. 2365-2400 [doi]
• CAST: Achieving Stable LLM-based Text Analysis for Data AnalyticsJinxiang Xie, Zihao Li, Wei He, Rui Ding 0001, Shi Han, Dongmei Zhang 0001. 2401-2420 [doi]
• OmniCompliance-100K: A Multi-Domain, Rule-Grounded, Real-World Safety Compliance DatasetWenbin Hu 0001, Huihao Jing, Haochen Shi, Changxuan Fan, Haoran Li 0003, Yangqiu Song. 2445-2463 [doi]
• AutoMonitor-Bench: Evaluating the Reliability of LLM-Based Misbehavior MonitorShu Yang, Jingyu Hu 0002, Tong Li, Hanqi Yan, Wenxuan Wang 0001, Di Wang 0015. 2464-2483 [doi]
• Adaptive and Representative Multi-Interest Modeling for Recommendation with Large Language ModelZiyan Wang, Yingpeng Du, Tianjun Wei, Haoyan Chua, Jieyi Bi, Jie Zhang, Zhu Sun 0001. 2484-2496 [doi]
• MathMixup: Boosting LLM Mathematical Reasoning with Difficulty-Controllable Data Synthesis and Curriculum LearningXuchen Li 0001, Jing Chen 0060, Xuzhao Li, Hao Liang 0017, Xiaohuan Zhou, Taifeng Wang, Wentao Zhang 0001. 2497-2513 [doi]
• The Model Agreed, But Didn't Learn: Diagnosing Surface Compliance in Large Language ModelsXiaojie Gu, Ziying Huang, Weicong Hong, Jian Xie, Renze Lou, Kai Zhang 0033. 2514-2529 [doi]
• Alignment Tuning for Large Language Models: A Data-Centric Lens on Alignment Data PipelinesHwanjun Song. 2541-2561 [doi]
• Purging the Gray Zone: Latent-Geometric Denoising for Precise Knowledge Boundary AwarenessHao An, Yibin Lou, Jiayi Guo, Yang Xu. 2562-2576 [doi]
• Temporal Token Matters: Investigating and Interpreting the Consistency of Temporal Ordering in Large Language ModelsZhen Yang, Xinyue Zhang, Ping Jian, Chengzhi Li, Zhongbin Guo, Jiaping Feng, Wenpeng Lu. 2577-2596 [doi]
• Towards LLM Agents for Earth ObservationChia-Hsiang Kao, Wenting Zhao, Cheryl Lam, Aarush Umap, Shreelekha Revankar, Samuel Speas, Snehal Bhagat, Rajeev Datta, Cheng Perng Phoo, Utkarsh Mall, Carl Vondrick, Kavita Bala, Bharath Hariharan. 2597-2611 [doi]
• RECOR: Reasoning-focused Multi-turn Conversational Retrieval BenchmarkMohammed Ali, Abdelrahman Abdallah, Amit Agarwal, Hitesh Laxmichand Patel, Adam Jatowt. 2688-2723 [doi]
• Data Selection for Multi-turn Dialogue Instruction TuningBo Li, Shikun Zhang, Wei Ye 0004. 2724-2739 [doi]
• AgentGC: Evolutionary Learning-based Lossless Compression for Genomics Data with LLM-driven Multiple AgentHui Sun 0002, Yanfeng Ding, Huidong Ma, Chang Xu 0008, Keyan Jin, Lizheng Zu, Cheng Zhong, Xiaoguang Liu 0001, Gang Wang 0001, Wentong Cai 0001. 2740-2757 [doi]
• Think Outside the Policy: In-Context Steered Policy OptimizationHsiu-Yuan Huang, Chenming Tang, Weijie Liu, Clive Bai, Saiyong Yang, Yunfang Wu. 2758-2776 [doi]
• Where CoT Reasoning Commits: Entropy Traces Identify Interpretable Attention HeadsTianhe Zhang, Yonghong Deng, Ping Jian, Zhen Yang, Boyang Wang, Xinyue Zhang. 2777-2795 [doi]
• From Coarse to Fine: Benchmarking and Reward Modeling for Writing-Centric Generation TasksQingYu Ren, Tianjun Pan, Xingzhou Chen, Xuhong Wang. 2796-2810 [doi]
• DentalGPT: Incentivizing Multimodal Reasoning in DentistryZhenyang Cai, Jiaming Zhang, JunJie Zhao, Ziyi Zeng, Yanchao Li, Liang Jingyi, Junying Chen, Yunjin Yang, Jiajun You, Shuzhi Deng, Xieruiqiii, Yuanting Chen, Xiangyi Feng, Jianquan Li, Liangyi Chen, Junwen Wang, Shan Jiang, Benyou Wang. 2811-2829 [doi]
• SARA: Unlocking Multilingual Knowledge in Mixture-of-Experts via Semantically Anchored Routing AlignmentTianyu Dong, Yangyang Liu, Jiang Zhou, Xinwei Wu 0001, Xiaohu Zhao, Hao Wang, Heng Liu, Linlong Xu, Longyue Wang, Weihua Luo, ShaoLin Zhu, Deyi Xiong. 2830-2846 [doi]
• Eliciting Medical Reasoning with Knowledge-enhanced Data Synthesis: A Semi-Supervised Reinforcement Learning ApproachHaolin Li 0001, Shuyang Jiang, Ruipeng Zhang, Jiangchao Yao, Ya Zhang 0002, Yanfeng Wang 0001. 2847-2870 [doi]
• AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMsSichun Luo, Yi Huang 0017, Shichang Meng, Fengyuan Liu, Mukai Li, Qinghua Yao, Zefa Hu, Junlan Feng, Qi Liu. 2871-2886 [doi]
• Fine-tuning with Hierarchical Prompting for Robust Propaganda Classification Across Annotation SchemasLukas Stähelin, Veronika Solopova, Max Upravitelev, David Kaplan, Premtim Sahitaj, Ariana Sahitaj, Charlott Jakob, Sebastian Möller 0001, Vera Schmitt. 2887-2902 [doi]
• ComfyFlow: Benchmarking LLMs for AIGC Workflow GenerationZhenran Xu, Yiyu Wang, Yunxin Li, Muyang Ye, Xue Yang 0008, Kai Chen, Longyue Wang, Weihua Luo, Baotian Hu, Min Zhang 0005. 2903-2916 [doi]
• SEA-Guard: Culturally Grounded Multilingual Safeguard for Southeast AsiaPanuthep Tasawong, Jian Gang Ngui, Alham Fikri Aji, Trevor Cohn, Peerat Limkonchotiwat. 2917-2941 [doi]
• Prompt Injection in Automated Résumé Screening with Large Language Models: Single and Multi-Injection SettingsPreet Baxi, Jiannan Xu, Jane Yi Jiang, Stefanus Jasin. 2942-2953 [doi]
• FuseSearch: Learning Adaptive Parallel Execution for Efficient Code LocalizationKe Xu, Siyang Xiao, Ming Liang, Yichen Yu, Zhixiang Wang, Jingxuan Xu, Dajun Chen, Wei Jiang 0041, Yong Li 0004. 2954-2967 [doi]
• Revisiting Self-Play Preference Optimization: On the Role of Prompt DifficultyYao Xiao, Jung-jae Kim, Roy Ka-Wei Lee, Lidong Bing. 2968-2980 [doi]
• Multi-Agent Comedy Club: Investigating Community Discussion Effects on LLM Humor GenerationShiwei Hong, Lingyao Li, Ethan Z. Rong, Chenxinran Shen, Zhicong Lu. 2981-2998 [doi]
• ComfyUI-R1: Exploring Reasoning Models for Workflow GenerationZhenran Xu, Yiyu Wang, Xue Yang 0008, Longyue Wang, Weihua Luo, Kaifu Zhang, Baotian Hu, Min Zhang 0005. 2999-3013 [doi]
• Beyond Surface-Level Pattern Trap: LLM Agents for Faster and Smarter Cross-Architecture Code MigrationWeijia Li, K. E. Gao, Pengfei Chen, Jiajie Li, Xinyu Wang, Yiran Le, Yize Wu, Ling Li. 3029-3042 [doi]
• PairCoder: Pair Programming-Inspired Two-Agent Collaboration for Code GenerationJunhao Chen, Xiang Li, Yibin Xu, Yuehan Cui, Fangsheng Weng, Hao Zhao, Fei Ma 0006, Qi Tian 0001. 3043-3058 [doi]
• OptiVerse: A Comprehensive Benchmark towards Optimization Problem SolvingXinyu Zhang 0021, Boxuan Zhang, Yuchen Wan, Lingling Zhang, Yixing Yao, Bifan Wei, Yaqiang Wu, Jun Liu. 3059-3073 [doi]
• DiagnosisArena: Benchmarking Diagnostic Reasoning for Large Language ModelsYakun Zhu, Zhongzhen Huang, Linjie Mu, Yutong Huang, Wei Nie, Jiaji Liu, Shaoting Zhang 0001, Pengfei Liu 0003, Xiaofan Zhang 0002. 3074-3098 [doi]
• AMA: Adaptive Memory via Multi-Agent CollaborationWeiquan Huang, Zixuan Wang, Hehai Lin, Sudong Wang, Bo Xu, Qian Li, Beier Zhu, Linyi Yang, Chengwei Qin. 3099-3120 [doi]
• WESR: A Benchmark and Strong Baseline for Word-level Event-Speech RecognitionChenchen Yang, Kexin Huang, Liwei Fan, Qian Tu, Botian Jiang, Dong Zhang, Linqi Yin, Shimin Li, Zhaoye Fei, Qinyuan Cheng, Xipeng Qiu. 3121-3134 [doi]
• Applicability Condition Extraction for Therapeutic Drug-Disease RelationsGuanting Luo, Noriki Nishida, Yuji Matsumoto 0001, Yuki Arase. 3135-3148 [doi]
• ACR: Adaptive Context Refactoring via Context Refactoring Operators for Multi-Turn DialogueJiawei Shen, Jia Zhu 0003, Hanghui Guo, Weijie Shi, Yue Cui 0001, Qingyu Niu, Guoqing Ma, Jingjiang Liu, Yidan Liang, Yilin Wang, Shimin Di, Jiajie Xu 0001. 3149-3167 [doi]
• PivotAttack: Rethinking the Search Trajectory in Hard-Label Text Attacks via Pivot WordsYuzhi Liang, Shiliang Xiao, Jingsong Wei, Qiliang Lin, Xia Li. 3190-3207 [doi]
• MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic MisalignmentJuan Li 0012, Chuanghao Ding, Xujie Zhang, Cam-Tu Nguyen. 3208-3220 [doi]
• Beyond Stochastic Exploration: What Makes Training Data Valuable for Agentic SearchChuzhan Hao, Wenfeng Feng 0001, Guochao Jiang, Guofeng Quan, Guohua Liu, Yuewei Zhang. 3241-3255 [doi]
• HiPrune: Hierarchical Attention for Efficient Token Pruning in Vision-Language ModelsJizhihui Liu, Guangdao Zhu, Feiyi Du, Niu Lian, Jun Li 0131, Bin Chen 0011, Weili Guan, Yaowei Wang 0001. 3274-3291 [doi]
• MIThinker: A Plug-and-Play Policy-Optimized Thinker For Motivational Interviewing CounselingYizhe Yang, Palakorn Achananuparp, Heyan Huang, Jing Jiang 0001, Ee-Peng Lim. 3292-3328 [doi]
• The Art of (Mis)alignment: How Fine-Tuning Methods Effectively Misalign and Realign LLMs in Post-TrainingRui Zhang 0090, Hongwei Li 0001, Yun Shen, Xinyue Shen 0001, Wenbo Jiang 0001, Guowen Xu, Yang Liu 0003, Michael Backes 0001, Yang Zhang 0016. 3329-3354 [doi]
• Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data ManipulationKyudan Jung, Hojun Cho, Jooyeol Yun, Soyoung Yang, Jaehyeok Jang, Jaegul Choo. 3370-3399 [doi]
• Verifiable Parameterization of Bayesian Networks from Scientific Literature: Unlocking Unstructured Empirical EvidenceJonas Gottal, Florian Matthes. 3400-3414 [doi]
• PRIME: Ultra-Low-Rank Principal-Residual Model MergingSeung-Ho Lee, Kyungsu Lee, Bazarvaani Zuchi, Jeongmin Ahn, Insuk Seo, Donghyeon Jeon, Inho Kang, Seung-Hoon Na. 3415-3436 [doi]
• Mask Tokens as Prophet: Fine-Grained Cache Eviction for Efficient dLLM InferenceJianuo Huang, Yaojie Zhang, Yicun Yang, Benhao Huang, Linfeng Zhang 0001. 3456-3479 [doi]
• SPaCe: Unlocking Sample-Efficient Large Language Models Training With Self-Pace Curriculum LearningVan Dai Do, Manh Nguyen, Svetha Venkatesh, Hung Le 0002. 3480-3507 [doi]
• ModularMoE: Fast LLM Customization with Parameter-Sharing Mixture-of-Experts for Low-Resource SettingsJiaxing Liu 0006, Qi Qi 0001, Haifeng Sun 0001, Dunjun Li, Zirui Zhuang, Bo He 0003, Xiang Yang, Cong Liu, Jianxin Liao, Jingyu Wang 0001. 3562-3575 [doi]
• HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language TasksZhe Chen, Yusheng Liao, Zhiyuan Zhu, Haolin Li, Hongcheng Liu, Yanfeng Wang, Yu Wang 0027. 3592-3613 [doi]
• Subgraph-Guided Executable Logical Form Generation for Knowledge Base Question AnsweringYuhang Tian, Dandan Song, Zhijing Wu 0001, Changzhi Zhou, Jun Yang, Huipeng Ma, Chenhao Li, Luan Zhang, Yading Li, Xudong Li, Shenxi Liu, Jing Jiang. 3614-3635 [doi]
• Memory Dial: A Training Framework for Controllable Memorization in Language ModelsXiangbo Zhang, Ali Emami. 3654-3673 [doi]
• SEAD: Self-Evolving Agent for Multi-Turn Service DialogueYuqin Dai, Ning Gao, Wei Zhang, Jie Wang, Zichen Luo, Jinpeng Wang, Ruiyuan Wu, Chaozheng Wang. 3674-3684 [doi]
• PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic ReasoningWenfeng Feng 0001, Penghong Zhao, Guochao Jiang, Chuzhan Hao, Guohua Liu, Yuewei Zhang. 3729-3748 [doi]
• A3: Android Agent Arena for Mobile GUI Agents with Essential-State Procedural EvaluationYuxiang Chai, Shunye Tang, Han Xiao 0010, Weifeng Lin, Hanhao Li, Jiayu Zhang, Liang Liu, Pengxiang Zhao, Guangyi Liu, Guozhi Wang, Shuai Ren, Rongduo Han, Haining Zhang, Siyuan Huang 0004, Hongsheng Li 0001. 3774-3789 [doi]
• Intrinsic Mutual Information as a Modulator for Preference OptimizationPeng Liao, Peijia Zheng, Lingbo Li, Shangsong Liang, Lin Chen. 3790-3808 [doi]
• EVGeoQA: Benchmarking LLMs on Dynamic, Multi-Objective Geo-Spatial ExplorationJianfei Wu, Zhichun Wang, Zhensheng Wang, Zhiyu He. 3809-3821 [doi]
• Apeiron: A Scalable LLM-agentic Framework for Autonomous Full-lifecycle Demand-optimized Application SynthesisJunyan Cheng, Ankit Srivastava, Jessie Zeng, Milenko Drinic, Jack W. Stokes. 3868-3899 [doi]
• LUMINA: Long-horizon Understanding for Multi-turn Interactive AgentsAmin Rakhsha, Thomas Hehn 0001, Pietro Mazzaglia, Fabio Valerio Massoli, Arash Behboodi, Tribhuvanesh Orekondy. 3913-3926 [doi]
• Travel on the ICD Tree: Benchmarking Agentic Reasoning for ICD Coding from Chinese Electronic Medical RecordsXinjie Xu, Yongqi Fan, Shuang-shuang Chen, Qi Ye 0004, Weibin Guo, Xinxuan Hu. 3927-3943 [doi]
• RiT: Rubrics-in-Thinking Reinforcement Learning for Improved Reasoning in Large Language ModelsXiaobin Tian, Shuai Yuan, Muyun Ding, Haonan Chen, Xiaoxi Jiang. 3944-3957 [doi]
• SEA-SafeguardBench: Culturally Grounded Safety Benchmark for Southeast Asian LanguagesPanuthep Tasawong, Jian Gang Ngui, Alham Fikri Aji, Trevor Cohn, Peerat Limkonchotiwat. 3973-4003 [doi]
• DRP: Distilled Reasoning Pruning with Mathematical Skill-aware Step Decomposition for Efficient Large Reasoning ModelsYuxuan Jiang, Dawei Li 0008, Francis Ferraro. 4020-4039 [doi]
• Bridging the Pose-Semantic Gap: A Cascade Framework for Text-Based Person Anomaly SearchZequn Xie, Guijin Luo, Chuxin Wang, Sihang Cai, Tao Jin 0004, Zhou Zhao 0001, Yixuan Tang. 4040-4049 [doi]
• Dual-Reasoner: Bridging Interleaved Atomicity and Streaming Latency via Thinking-while-TalkingYangzhuo Li, Shengpeng Ji, Yifu Chen, Tianle Liang, Haoyu Yang, Junbo Li, Jun Fang, Lin Li, Qingyang Hong. 4081-4105 [doi]
• FBS: Modeling Native Parallel Reading inside a TransformerTongxi Wang. 4106-4137 [doi]
• HqeKV: Towards Hybrid Quantization and Eviction for KV Cache in Long-Context LLM InferenceHe Wang, Yu Gu, Fangfang Li 0002, Zhigang Wang 0001, Zhenghao Liu 0001, Ning Wang 0026, Xiaohua Li 0004, Ge Yu 0001. 4138-4153 [doi]
• Task Matters: Knowledge Requirements Shape LLM Responses to Context-Memory ConflictKaiser Sun, Fan Bai 0006, Mark Dredze. 4154-4176 [doi]
• MR-ALIGN: Meta-Reasoning Informed Factuality Alignment for Large Reasoning ModelsXinming Wang, Jian Xu, Bin Yu, Sheng Lian, Yi Chen 0027, Boran Wang, Yingjian Zhu, Hongzhu Yi, Hongming Yang, Han Hu, Cheng-Lin Liu 0001, Xu-Yao Zhang. 4191-4214 [doi]
• Chameleons and Guardians: Unveiling the Divergence in Personality Plasticity and Cognitive Resistance across LLMsJiaxin Wu, Jie Zhao, Xinrong Huang, Cuihong Zhang, Xiuzhu Wu. 4215-4238 [doi]
• Entropy Scheduling in Reinforcement Learning for Large Language ModelsXingjin Wang, Howe Tissue, Lu Wang, Linjing Li, Daniel Dajun Zeng. 4239-4251 [doi]
• TopoDIM: One-shot Topology Generation of Diverse Interaction Modes for Multi-Agent SystemsRui Sun, Jie Ding, Chenghua Gong, Tianjun Gu, Yihang Jiang 0002, Juyuan Zhang, Liming Pan, Linyuan Lü. 4252-4269 [doi]
• Structure-Aware Quantized Retrieval for Long-Document Question AnsweringHui Huang, Julien Velcin, Yacine Kessaci. 4291-4304 [doi]
• GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal ReasoningYi Chen 0019, Yuying Ge, Rui Wang 0092, Yixiao Ge, Junhao Cheng, Ying Shan, Xihui Liu. 4305-4320 [doi]
• Diffusion with Truncated Blocks: Fast and High-Quality Text Generation using Truncated Block GenerationYuyan Zhou, Weiyu Chen, James T. Kwok. 4335-4348 [doi]
• GigaCheck: Detecting LLM-generated Content via Object-Centric Span LocalizationIrina Tolstykh, Aleksandra Tsybina, Sergey Yakubson, Aleksandr Gordeev, Vladimir Dokholyan, Maksim Kuprashevich. 4349-4364 [doi]
• Chain-in-Tree: Back to Sequential Reasoning in LLM Tree SearchXinzhe Li. 4365-4392 [doi]
• Addressing Overthinking in Large Vision-Language Models via Gated Perception-Reasoning OptimizationXingjian Diao, Zheyuan Liu 0010, Chunhui Zhang, Weiyi Wu, Keyi Kong, Lin Shi, Kaize Ding, Soroush Vosoughi, Jiang Gui. 4393-4410 [doi]
• CSMCIR: CoT-Enhanced Symmetric Alignment with Memory Bank for Composed Image RetrievalZhipeng Qian, Zihan Liang 0001, Yufei Ma 0011, Ben Chen 0004, Huangyu Dai, Yiwei Ma, Jiayi Ji, Chenyi Lei, Han Li 0005, Xiaoshuai Sun. 4411-4424 [doi]
• RepoDistill: Distilling Repository Knowledge through Compression-Aware Budget Allocation and Policy OptimizationXin Yin, Zixiang Ding, Yiang Zhang, Qiang Wang, Rui Wang 0015, Chao Ni 0001, Zhe Cui. 4425-4443 [doi]
• Finding RELIEF: Shaping Reasoning Behavior without Reasoning Supervision via Belief EngineeringChak Tou Leong, Dingwei Chen, Heming Xia, Qingyu Yin, Sunbowen Lee, Jian Wang 0054, Wenjie Li 0002. 4444-4467 [doi]
• FrontCoder: Scaling Visual Fidelity in Front-End Code GenerationJun Feng, Jian Yang, Wei Zhang, Jing Wang, Keyi Chen, Xiaokun Yang, Weicheng Gu, Yihang Lou, Yan Bai, Xianglong Liu 0001. 4485-4505 [doi]
• Bridging Cognition and Affect: Emotion-Aware Opinion Summarization using LLMsArnav Attri, Anuj Attri. 4506-4565 [doi]
• TinyAlign: Boosting Lightweight Vision-Language Models by Mitigating Modal Alignment BottlenecksYuanze Hu, Xinyu Wang, Zhichao Yang 0018, Gen Li, Ye Qiu, Zhaoxin Fan, Yifan Sun, Wenjun Wu, Jin Dong, Xiaotie Deng. 4585-4597 [doi]
• Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck?H. S. V. N. S. Kowndinya Renduchintala, Sumit Bhatia. 4598-4608 [doi]
• Real Men are Tough: Evaluating Gender Bias and Sensitivity to Masculinity Norms in LLMsElisa Leonardelli, Camilla Casula, Boglárka Nyúl, Sara Tonelli. 4609-4626 [doi]
• ReCoT-NER: Enhancing Zero-Shot Named Entity Recognition through Chain-of-Thought Prompting and Recall-Oriented Loss OptimizationDabin Fu, Fanghong Zhang. 4645-4656 [doi]
• SyncThink: A Training-Free Strategy to Align Inference Termination with Reasoning SaturationGengyang Li, Wang Cai, Yifeng Gao, Yunfang Wu. 4657-4672 [doi]
• Reason in Chains, Learn in Trees: Self-Rectification and Grafting for Multi-turn Agent Policy OptimizationYu Li, Sizhe Tang, Tian Lan 0001. 4673-4686 [doi]
• FlashMem: Distilling Intrinsic Latent Memory via Computation ReuseYubo Hou, Zhisheng Chen, Tao Wan, Zengchang Qin. 4687-4705 [doi]
• QueueEDIT: Structural Self-Correction for Sequential Model Editing in LLMsTaolin Zhang, Haidong Kang, Dongyang Li, Qizhou Chen, Xiaofeng He, Chengyu Wang, Richang Hong. 4706-4719 [doi]
• CAGenMol: Condition-Aware Diffusion Language Model for Goal-Directed Molecular GenerationYanting Li, Zhuoyang Jiang, Enyan Dai, Lei Wang, Wen-Cai Ye, Li Liu. 4720-4738 [doi]
• MAC-Reasoner: A Multi-Agent Collaborative Framework for Enhancing Logical Reasoning in Large Language ModelsYehua Lin, Liping Zheng, Yin Chen. 4739-4762 [doi]
• Once Correct, Still Wrong: Counterfactual Hallucination in Multilingual Vision-Language ModelsBasel Mousi, Fahim Dalvi, Shammur Absar Chowdhury, Firoj Alam, Nadir Durrani. 4763-4788 [doi]
• DIFFA-2: A Practical Diffusion Large Language Model for General Audio UnderstandingJiaming Zhou 0001, Xuxin Cheng, Shiwan Zhao, Yuhang Jia, Cao Liu, Ke Zeng, Xunliang Cai, Yong Qin. 4789-4805 [doi]
• Beyond Marginal Distributions: A Framework to Evaluate the Representativeness of Demographic-Aligned LLMsTristan Williams, Franziska Weeber, Sebastian Padó, Alan Akbik. 4806-4826 [doi]
• CORES: Code-Oriented Reasoning for Complex Text-to-SQL and Generalizable TableQAMeng Zhang, Ruochun Jin, Yuanxi Peng, Wenjing Yang, Haotian Wang, Liting Sun, Kun Hu, Silin Yang, Zhang Ke-di. 4827-4847 [doi]
• Do Not Guess, Verify: Logic-Guided Adaptive Reasoning for Multimodal Misinformation DetectionKun Huang, Rui Qiu, Xiaoming Li 0006, Salah Uddin. 4848-4861 [doi]
• Hi-ZFO: Hierarchical Zeroth- and First-Order LLM Fine-Tuning via Importance-Guided Tensor SelectionFeihu Jin, Ying Tan 0002. 4862-4876 [doi]
• MCP-Guard: A Multi-Stage Defense-in-Depth Framework for Securing Model Context Protocol in Agentic AIWenpeng Xing, Zhonghao Qi, Yupeng Qin, Yilin Li, Caini Chang, Jiahui Yu, Changting Lin, Zhenzhen Xie, Meng Han. 4877-4889 [doi]
• Half-S: Halving the Scale for Near-Lossless 4-Bit LLM TrainingJinyang Du, Ruihao Gong, Linghan Ai, Zining Wang, Yunke Peng, Yao Wang, Lei Yan 0059, Xuefei Wang, Yaoyuan Wang, Jinyang Guo, Dahua Lin, Xianglong Liu. 4890-4903 [doi]
• DART: Mitigating Harm Drift in Difference-Aware LLMs via Distill-Audit-Repair TrainingZiwen Pan, Zihan Liang 0002, Jad Kabbara, Ali Emami. 4940-4980 [doi]
• Experience-Driven Reflective Co-Evolution of Prompts and Heuristics for Autonomous Algorithm DesignYihong Liu, Junyi Li 0001, Hongyu Lu, Xin Zhao, Ji-Rong Wen. 4981-4995 [doi]
• Information Representation Fairness in Long-Document Embeddings: The Peculiar Interaction of Positional and Language BiasElias Schuhmacher, Andrianos Michail, Juri Opitz, Rico Sennrich, Simon Clematide. 4996-5028 [doi]
• RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase ExtractionJonggwon Park, Byungmu Yoon, Soobum Kim, Kyoyun Choi. 5029-5048 [doi]
• Context-Value-Action Architecture for Value-Driven Large Language Model AgentsTianze Zhang, Sirui Sun, Yuhang Xie, Xin Zhang, Zhiqiang Wu, Guojie Song. 5049-5073 [doi]
• Uncovering Strategic Egoism Behaviors in Large Language ModelsYaoyuan Zhang, Zonghao Ying, Aishan Liu, Jian Yang 0003, Tianlin Li, Yaodong Yang 0001, Xianglong Liu 0001. 5074-5087 [doi]
• ChildTalk: A Multi-Dialect Chinese Child Speech Corpus with Full-Length Child-Caregiver Conversations for Speech RecognitionJiaming Zhou, Yujie Guo, Shiwan Zhao, Yao Lu, Jianye Wang, Haoqin Sun, Hui Wang 0075, Yong Qin. 5103-5116 [doi]
• SrDetection: A Self-Referential Framework for Data Leakage Detection in Code Large Language ModelsShuaimin Li, Liyang Fan, Zeyang Li, Zhuoyue Wan, Yufang Lin, Shiwen Ni, Feiteng Fang, Hamid Alinejad-Rokny, Yuanfeng Song, Kun Jing, Chen Jason Zhang, Min Yang 0007. 5117-5129 [doi]
• Memo-SQL: Structured Decomposition and Experience-Driven Self-Correction for Training-Free NL2SQLZerui Yang, Weichuan Wang, Yanwei Xu 0004, Linqi Song, Yudai Matsuda, Wei Han 0004, Bo Bai 0001. 5130-5148 [doi]
• Do We Always Need Query-Level Workflows? Rethinking Agentic Workflow Generation for Multi-Agent SystemsZixu Wang, Bingbing Xu 0001, Yige Yuan, Huawei Shen, Xueqi Cheng. 5149-5165 [doi]
• A Survey of Retentive NetworkHaiqi Yang, Zhiyuan Li, Yi Chang, Yuan Wu. 5200-5216 [doi]
• Infinite Babble: Inflating 3D Vision-Language Model Inference Overhead via Adversarial Geometric PerturbationShuoyang Sun, Jiaxin Hong, Yv Zhang, Kuofeng Gao, Hao Fang 0011, Fan Mo, Bin Chen, Shu-Tao Xia. 5249-5267 [doi]
• Uncertainty-Calibrated Elastic Alignment for Multimodal Sentiment Analysis with Missing ModalitiesKang He 0005, Yuzhe Ding 0001, Rao Fu, Yukang Feng, Kaipeng Zhang, Yiming Liu, Fei Li 0021, Chong Teng, Donghong Ji. 5268-5288 [doi]
• On the Representation Geometry of LoRA Model MergingChenyang Lu, Jiaru Li, Jinman Zhao, Xinran Chen, Yining Wang, Renyi Cai, Yuchen Li 0007, Chao He. 5289-5304 [doi]
• MCLE-Mol: Empowering LLM with Molecular Comprehension and Low-Cost Continual Evolution for Interpretable Property PredictionZhili Pu, Lantian Zhang, Hao Duan, Zhixing Zhang, Keyun Zhu, Yongqi Fan, Ruihui Hou, Tong Ruan, Yun Tang 0001. 5305-5333 [doi]
• Generating Effective CoT Traces for Mitigating Causal HallucinationYiheng Zhao, Jun Yan. 5352-5362 [doi]
• LLM-Driven Multi-Perspective Location Completion for Next Location PredictionPengxiang Lan, Enneng Yang, Yuliang Liang, Jianzhe Zhao, Linying Jiang, Guibing Guo. 5406-5428 [doi]
• WikiSeeker: Rethinking the Role of Vision-Language Models in Knowledge-Based Visual Question AnsweringYingjian Zhu, Xinming Wang, Kun Ding 0001, Ying Wang, Bin Fan 0001, Shiming Xiang. 5429-5449 [doi]
• Understanding Conflicts in Multi-Objective Alignment through Reward ConsistencyZhihao Xu, Yongqi Tong, Xin Zhang, Jun Zhou, Xiting Wang. 5450-5472 [doi]
• GeoLAN: Geometric Learning of Latent Explanatory Directions in Large Language ModelsTianyu Bell Pan, Damon L. Woodard. 5493-5521 [doi]
• SepSeq: A Training-Free Framework for Long Numerical Sequence Processing in LLMsJie Sun 0030, Yu Liu 0071, Lu Han, Qiwen Deng, Xiang Shu, Yang Xiao, Lintao Ma, Xingyu Lu, Jun Zhou, Pengfei Liu, Jiancan Wu, Xiang Wang. 5522-5537 [doi]
• Ghost in the Shell: Synonym-Aware Logit Shaping Fingerprint for Copyright Protection of Large Vision-Language ModelsXiaofan Zheng, Xinghao Wang, Xiaojun Wan 0001. 5538-5555 [doi]
• Look Twice before You Leap: A Rational Framework for Localized Adversarial Text AnonymizationDonghang Duan, Xu Zheng, Yuefeng He, Chong Mu, Leyi Cai, Lizong Zhang. 5556-5573 [doi]
• V-GameGym: Visual Game Generation for Code Large Language ModelsWei Zhang, Jian Yang, Renshuai Tao, Linzheng Chai, Shuyue Guo, Jiajun Wu, Xiaoming Chen, Ganqu Cui, Ning Ding 0002, Xander Xu, H. U. Wei, Bowen Zhou 0002. 5613-5641 [doi]
• Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance DomainXiaoyu Hu, Jinman Zhao. 5678-5694 [doi]
• Graph-Based Chain-of-Thought Pruning for Reducing Redundant Reflections in Reasoning LLMsHongyuan Yuan, Xinran He, Run Shao, Bolei He, Xianwei Xue, MengKe Chen, Qiutong Pan, Haiwei Wang, Haifeng Li. 5708-5723 [doi]
• Too Good to be Bad: On the Failure of LLMs to Role-Play VillainsZihao Yi, Qingxuan Jiang, Ruotian Ma, Xingyu Chen, Qu Yang, Mengru Wang, Fanghua Ye 0001, Ying Shen, Zhaopeng Tu, Xiaolong Li, Liefeng Bo. 5724-5734 [doi]
• AudioPrivacy: Parallel Audio Dataset for Speaker Profiling with Diverse Audio Types and Rich AttributesJiabei He, Yanzhe Zhang, Jiaming Zhou, Hui Wang, Haoqin Sun, Yong Qin. 5735-5748 [doi]
• Progress Ratio Embeddings: An Impatience Signal for Robust Length Control in Neural Text GenerationIvanhoé Botcazou, Tassadit Amghar, Sylvain Lamprier, Frédéric Saubion. 5776-5789 [doi]
• ARISE: An Adaptive Resolution-Aware Metric for Test-Time Scaling Evaluation in Large Reasoning ModelsZhangyue Yin, Qiushi Sun, Zhiyuan Zeng 0004, Zhiyuan Yu, Qipeng Guo, Xuanjing Huang 0001, Xipeng Qiu. 5828-5848 [doi]
• Breaking the Static Graph: Context-Aware Traversal for Graph-Based RAGKwun Hang Lau, Fangyuan Zhang, Boyu Ruan, Yingli Zhou, Qintian Guo, Ruiyuan Zhang, Xiaofang Zhou 0001. 5849-5863 [doi]
• POP: Prefill-Only Pruning for Efficient Large Model InferenceJunhui He, Zhihui Fu, Jun Wang, Qingan Li. 5864-5877 [doi]
• Guardian-as-an-Advisor: Advancing Next-Generation Guardian Models for Trustworthy LLMsYue Huang 0001, Haomin Zhuang, Jiayi Ye, Han Bao 0005, Yanbo Wang, Hang Hua, Siyuan Wu 0001, Pin-Yu Chen, Xiangliang Zhang 0001. 5878-5900 [doi]
• StructBreak: Structural Cognitive Overload-Induced Safety Failures in MLLMsYang Luo, Xinran Liu, Tiantian Ji, Zhiyi Yin, Lingyun Peng, Shuyu Li. 5901-5923 [doi]
• StreamingEval: A Unified Evaluation Framework towards Realistic Streaming Video UnderstandingGuowei Tang, Tianwen Qian, Huanran Zheng, Yifei Wang, Xiaoling Wang 0004. 5945-5960 [doi]
• CogGen: A Cognitively Inspired Recursive Framework for Deep Research Report GenerationKuo Tian, Pengfei Sun, Zhen Wu 0002, Junran Ding, Xinyu Dai. 5961-5988 [doi]
• Debate to Align: Reliable Entity Alignment through Two-Stage Multi-Agent DebateCunda Wang, Ziying Ma, Po Hu 0001, Weihua Wang 0006, Feilong Bao. 5989-6010 [doi]
• Exploring Multilingual Pre-trained Language Model for Aspect-based Sentiment AnalysisYe Wang, Ruijun Jiang, Zhongqing Wang, Guodong Zhou 0001. 6011-6023 [doi]
• SSR-Zero: Simple Self-Rewarding Reinforcement Learning for Machine TranslationWenjie Yang, Mao Zheng, MingYang Song, Zheng Li, Sitong Wang. 6039-6052 [doi]
• HisDoc-OCR: Restoring Visual Grounding in MLLMs for Chinese Historical Document OCRJiahuan Cao, Yongxin Shi, Zeyu Shan, Zhengyang Lu, Lianwen Jin. 6053-6066 [doi]
• One LLM Does Not Simulate All Students: Ability-Aware Student Simulation via Cognitive Diagnosis Guided LLM AssignmentHuixing Que, Qi Liu, Weibo Gao, Zhenya Huang. 6067-6084 [doi]
• Interactive Learning for LLM ReasoningHehai Lin, Shilei Cao 0005, Sudong Wang, Haotian Wu, Minzhi Li, Linyi Yang, Juepeng Zheng, Chengwei Qin. 6085-6108 [doi]
• Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language ModelsYu-Xiang Lin, Cheng-Han Chiang, Hung-yi Lee. 6109-6131 [doi]
• GOBench: Stage-Wise Diagnostics and the Visual Paradox in Multimodal Graph OptimizationYinghao Chen, Wantong Xie, Shuli Zeng, Sijia Zhang, Xiaotian Pan, Feng Wu 0001, Xiangyang Li 0001. 6144-6167 [doi]
• Computational Narrative Understanding for Expressive Text-to-SpeechGaspard Michel, Elena V. Epure, Christophe Cerisara. 6194-6215 [doi]
• DataSage: Multi-agent Collaboration for Insight Discovery with External Knowledge Retrieval, Multi-role Debating, and Multi-path ReasoningXiaochuan Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen. 6216-6250 [doi]
• Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified ViewHao Liao, Jiwei Zhang, Jianxun Lian, Wensheng Lu, Mingqi Wu, Shuo Wang, Yong Zhang, Yitian Huang, Mingyang Zhou, Rui Mao. 6251-6271 [doi]
• Evian: Towards Explainable Visual Instruction-tuning Data AuditingZimu Jia, Mingjie Xu, Andrew Estornell, Jiaheng Wei. 6272-6291 [doi]
• Iterative Self-Correction for Text-Driven Person Re-Identification with Large Vision-Language ModelsGuijin Luo, Zequn Xie, Sihang Cai, Chuxin Wang, Zhou Zhao 0001, Yixuan Tang. 6292-6301 [doi]
• Breaking Contextual Inertia: Reinforcement Learning with Single-Turn Anchors for Stable Multi-Turn InteractionXingwu Chen, Zhanqiu Zhang, Steven Y. Guo, Difan Zou. 6302-6318 [doi]
• Label Words as Local Task Vectors in In-Context LearningBowen Zheng, Ming Ma 0014, Zhongqiao Lin, Tianming Yang. 6319-6332 [doi]
• CoGR-MoE: Concept-Guided Expert Routing with Consistent Selection and Flexible Reasoning for Visual Question AnsweringXiyin Zeng, Yi Lu, Hao Wang. 6333-6350 [doi]
• Which Pieces Does Unigram Tokenization Really Need?Sander Land, Yuval Pinter. 6351-6360 [doi]
• When depth is redundant: Efficient transformer-based speech anti-spoofingHoan My Tran, Damien Lolive, Aghilas Sini, Arnaud Delhay, Pierre-Francois Marteau, David Guennec. 6380-6397 [doi]
• GCoT-Decoding: Unlocking Deep Reasoning Paths for Universal Question AnsweringGuanran Luo, Wentao Qiu, ZhongQuan Jian, Meihong Wang, Qingqiang Wu 0001. 6398-6414 [doi]
• PerMemSafe: Benchmarking Implicit Personalized Safety of Long Horizon Self-Evolving AgentsHengyu An, Minxi Li, Naen Xu, Chunyi Zhou 0001, Xiaogang Xu 0002, Tianyu Du, Jinbao Li, Shouling Ji. 6415-6433 [doi]
• TagRAG: Tag-guided Hierarchical Knowledge Graph Retrieval-Augmented GenerationWenbiao Tao, Xinyuan Li, Yunshi Lan, Weining Qian. 6434-6456 [doi]
• One Token Is Enough: Improving Diffusion Language Models with a Sink TokenZihou Zhang, Zheyong Xie, Li Zhong, Haifeng Liu, Shaosheng Cao. 6479-6490 [doi]
• Thunder-KoNUBench: A Corpus-Aligned Benchmark for Korean Negation UnderstandingSungmok Jung, Yeonkyoung So, Joonhak Lee, Sangho Kim, Yelim Ahn, Jaejin Lee. 6491-6518 [doi]
• Towards Modern Topic Models: A Survey of Taxonomies and Paradigm Shifts from Algorithm-Centric to LLM-Centered Topic AnalysisXuan Xu, Zhongliang Yang, Haolun Li 0005, Rui Tian, Beilin Chu, Jia Song, Yu Li, Shaolin Tan, Linna Zhou. 6536-6561 [doi]
• Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware ExplorationYong Wu, Weihang Pan, Ke Li, Chen Binhui, Ping Li, Binbin Lin. 6562-6577 [doi]
• CFlowPsyD: An Analysis-Enhanced Dataset for Asynchronous Psychological Counseling through Self-Optimizing Multi-Agent FrameworkDonghao Li, Yifan Deng, Jinta Weng, Xingsheng Zhang, Chenxu Niu, Jingyuan Tian, Heyan Huang, Yue Hu 0002. 6578-6602 [doi]
• The Thin Line Between Comprehension and Persuasion in LLMsAdrian de Wynter, Tangming Yuan. 6603-6631 [doi]
• Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT ReasoningCehao Yang, Xueyuan Lin, Xiaojun Wu, Chengjin Xu, Xuhui Jiang, Honghao Liu, Hui Xiong 0001, Jian Guo 0016. 6656-6671 [doi]
• Curriculum Learning based Hierarchical Scoring and Analysis Framework for Question Answering Task EvaluationQiong Wu, Tan Yue, Jianxin Liang, Zhen Li, Kai He, Shuai Zhao, Dongyan Zhao 0001. 6672-6699 [doi]
• TrigReason: Trigger-Based Collaboration between Small and Large Reasoning ModelsYi Zhao, Yajuan Peng, Cam-Tu Nguyen, Zuchao Li, Xiaoliang Wang, Xiaoming Fu 0001, Hai Zhao 0001. 6700-6718 [doi]
• TURTLEAI: Benchmarking Multimodal Models for Visual Programming in Turtle GraphicsChao Wen, Jacqueline Staub, Adish Singla. 6719-6756 [doi]
• Calibrated Progressive Distillation: Co-Designing Curriculum and Target Mixing for Knowledge Distillation of Large Language ModelsMengxiang Zhang, Lingyuan Liu. 6757-6776 [doi]
• SEAD: A Surrogate-free Label-only Membership Inference Attack against Pre-trained LLMs with Semantic-Aware DensityBiao Yi, Jiahao Li, Yiming Li, Yu He, Baolei Zhang, Zheli Liu, Dacheng Tao. 6794-6813 [doi]
• Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval-Augmented GenerationEkaterina Fadeeva, Aleksandr Rubashevskii, Dzianis Piatrashyn, Roman Vashurin, Shehzaad Dhuliawala, Artem Shelmanov, Timothy Baldwin, Preslav Nakov, Mrinmaya Sachan, Maxim Panov. 6814-6836 [doi]
• AGGC: Adaptive Group Gradient Clipping for Stabilizing Large Language Model TrainingZhiyuan Li, Yuan Wu, Yi Chang. 6837-6851 [doi]
• MADRA: Multi-Agent Debate for Risk-Aware Embodied PlanningJunjian Wang, Lidan Zhao, Xi Sheryl Zhang. 6852-6876 [doi]
• SCMAPR: Self-Correcting Multi-Agent Prompt Refinement for Complex-Scenario Text-to-Video GenerationChengyi Yang, Pengzhen Li, Jiayin Qi, Aimin Zhou, Ji Wu, Ji Liu. 6942-6973 [doi]
• LoReFact: Bridging the Logic Gap in Fact-CheckingQiming Xie, Wenjie Zheng, Xiangqing Shen, Rui Xia. 6974-6996 [doi]
• ODTQA-FoRe: An Open-Domain Tabular Question Answering Dataset for Future Data Forecasting and ReasoningZhensheng Wang, Xiaole Liu, Wenmian Yang, Kun Zhou, Yiquan Zhang, Weijia Jia 0001. 6997-7022 [doi]
• Rectified Sparse Attention for Efficient Long-Sequence GenerationYutao Sun, Tianzhu Ye, Li Dong, Yuqing Xia, Jian Chen, Yizhao Gao 0002, Shijie Cao, Jianyong Wang 0001, Furu Wei. 7023-7034 [doi]
• Knowing-but-Doing: Diagnosing and Defending Role-Play-Driven LLMs Jailbreaks via Moral DisengagementHaiming Qin, Jianxun Lian, Qimin Zhong, Mingyang Zhou 0001, Hao Liao, Naipeng Chao. 7035-7051 [doi]
• Generative-to-Discriminative Test-Time Adaptation via Manifold-Aware Diffusion and Bayesian DistillationBoyun Zhang, Zequn Xie, Fangming Feng, Zihan Zhang, Yongbo He, Chuxin Wang, Sihang Cai, Tao Jin 0004, Qifei Zhang 0001. 7052-7062 [doi]
• Evaluating Memory Capability in Continuous Lifelog ScenarioJianjie Zheng, Zhichen Liu, Zhanyu Shen, Jingxiang Qu, Guanhua Chen, Yile Wang, Yang Xu, Yang Liu, Sijie Cheng. 7063-7089 [doi]
• GoT-R1: Internalizing Graph-of-Thought via Structural Reinforcement for High-Density ReasoningZuchao Li, Qiwei Li 0002, Yao Yao, Hai Zhao 0001, Lefei Zhang, Bo Du 0001. 7090-7104 [doi]
• Hey, That's My Data! Token-Only Dataset Inference in Large Language ModelsChen Xiong, Zihao Wang, Rui Zhu, Tsung-Yi Ho, Pin-Yu Chen, Jingwei Xiong, Haixu Tang. 7105-7120 [doi]
• ToxiTrace: Gradient-Aligned Training for Explainable Chinese Toxicity DetectionBoyang Li, Hongzhe Shou, Yuanyuan Liang, Jingbin Zhang, Fang Zhou. 7121-7138 [doi]
• Three Minds, One Legend: Jailbreak Large Reasoning Model with Adaptive Stacked CiphersViet Anh Nguyen, Shiqian Zhao, Gia Dao, Runyi Hu, Yi Xie, Xiaobao Wu, Anh Tuan Luu. 7139-7159 [doi]
• From Imitation to Discrimination: Progressive Curriculum Learning for Robust Web NavigationPeng Chuang, Wei Zhang, Renshuai Tao, Xinhao Zhang, Jian Yang. 7160-7177 [doi]
• Parallelism and Generation Order in Masked Diffusion Language Models: Limits Today, Potential TomorrowYangyang Zhong, Yanmei Gu, Zhengqing Zang, Xiaomeng Li, Yuqi Ding, Xibei Jia, Yuting Shen, Zhenzhong Lan, Liwang Zhu, Weiping Liu, Junlin Zhou, Haisheng Liu, Zhong Xin Yu, Pengxin Luo, Donglian Qi, Yunfeng Yan, Junbo Zhao 0001. 7178-7218 [doi]
• Understanding New-Knowledge-Induced Factual Hallucinations in LLMs: Analysis and InterpretationRenfei Dang, Peng Hu, Zhejian Lai, Changjiang Gao, Min Zhang, Shujian Huang. 7219-7246 [doi]
• Attribution-Based Analysis and Optimization of Modular Agentic WorkflowsYingxuan Yang, Bo Huang, Siyuan Qi, Chao Feng, Haoyi Hu, Yuxuan Zhu, Jinbo Hu, Haoran Zhao, Ziyi He, Xiao Liu, Zongyu Wang, Muning Wen, Lin Qiu, Xuezhi Cao, Xunliang Cai, Yong Yu 0001, Weinan Zhang 0001. 7247-7264 [doi]
• Synthetic Eggs in Many Baskets: The Impact of Synthetic Data Diversity on LLM Fine-TuningMax Schaffelder, Albert Gatt. 7265-7293 [doi]
• EgoMemory: Memory-Augmented Personalized Retrieval for Long-Context Egocentric VideoYuanmin Tang, Jue Zhang, Xiaoting Qin, Jing Yu 0007, Meikang Qiu, Gaopeng Gou, Gang Xiong 0001, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang 0001, Qi Wu 0001. 7317-7349 [doi]
• Remedy-R: Generative Reasoning for Machine Translation Evaluation without Error AnnotationsShaomu Tan, Ryosuke Mitani, Ritvik Choudhary, Qiyu Wu, Toshiyuki Sekiya, Christof Monz. 7374-7398 [doi]
• VizoMem: A Visual-Textual Memory Framework for Efficient Long-Horizon ReasoningWeijie Liang, Yuanfeng Song, Xing Chen, Caleb Chen Cao, Sirui Han, Yike Guo. 7399-7422 [doi]
• More Images, More Problems? A Controlled Analysis of VLM Failure ModesAnurag Das, Adrian Bulat, Alberto Baldrati, Ioannis Maniadis Metaxas, Bernt Schiele, Georgios Tzimiropoulos, Brais Martínez. 7423-7442 [doi]
• EOP-LLM: Energy Oriented Pruning for Large Language ModelsGuan Huang, Tao Shu. 7443-7464 [doi]
• Sentipolis: Emotion-Aware Agents for Social SimulationsChiyuan Fu, Lyuhao Chen, Yunze Xiao, Weihao Xuan, Carlos Busso, Mona T. Diab. 7465-7494 [doi]
• Bidirectional Semantic Enhancement for Schema Routing Across Large-Scale DatabasesYuyang Wu, Xiaoliang Wang, Cam-Tu Nguyen. 7495-7509 [doi]
• SupChain-Bench: Benchmarking Large Language Models for Real-World Supply Chain ManagementShengyue Guan, Yihao Liu, Lang Cao. 7526-7550 [doi]
• CoopQ: Cooperative Game Inspired Layerwise Mixed Precision Quantization for LLMsJunchen Zhao, Ali Derakhshan, Jayden Kana Hyman, Junhao Dong 0004, Sangeetha Abdu Jyothi, Ian G. Harris. 7566-7578 [doi]
• From Scoring to Explanations: Evaluating SHAP and LLM Rationales for Rubric-based Teaching Quality AssessmentIvo Bueno, Babette Bühler, Philipp Stark, Tim Fütterer, Ulrich Trautwein, Dorottya Demszky, Heather Hill, Enkelejda Kasneci. 7590-7606 [doi]
• HiRAS: A Hierarchical Multi-Agent Framework for Paper-to-Code Generation and ExecutionHanhua Hong, Yizhi Li, Jiaoyan Chen, Sophia Ananiadou, Xiaoli Li, Jung-jae Kim, Chenghua Lin 0002. 7624-7652 [doi]
• RoadMapper: A Multi-Agent System for Roadmap Generation of Solving Complex Research ProblemsJiacheng Liu, Zichen Tang, Zhongjun Yang, Xinyi Hu, Xueyuan Lin, Linwei Jia, Ruofei Bai, Rongjin Li, Shiyao Peng, Haocheng Gao, Haihong E. 7653-7676 [doi]
• On Temperature-Constrained Non-Deterministic Machine Translation: Potential and EvaluationWeichuan Wang, Mingyang Liu, Chen Ma 0001, Linqi Song. 7677-7701 [doi]
• ExaGPT: Example-Based Machine-Generated Text Detection for Human InterpretabilityRyuto Koike, Masahiro Kaneko, Ayana Niwa, Preslav Nakov, Naoaki Okazaki. 7702-7715 [doi]
• Zipage: Maintain High Request Concurrency for LLM Reasoning through Compressed PagedAttentionMengqi Liao, Lu Wang 0029, Chaoyun Zhang, Bo Qiao 0001, Si-qin, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang 0001, Huaiyu Wan. 7716-7737 [doi]
• The Overlooked Role of Graded Relevance Thresholds in Multilingual Dense RetrievalTomer Wullach, Ori Shapira, Amir David Nissan Cohen. 7738-7750 [doi]
• Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and ReasoningCong Wan, Ying He, Zhongzhan Huang, Hefeng Wu. 7751-7767 [doi]
• PsyScore: A Psychometrically-Aware Framework for Trait-Adaptive Essay Scoring and ZPD-Scaffolded FeedbackWei Xia, Jin Wu, Haoran Shi, Xiangyu Wang, Chanjin Zheng. 7768-7786 [doi]
• FinMaster: A Holistic Benchmark for Full-Pipeline Financial Management with Large Language ModelsJunzhe Jiang 0002, Chang Yang, Aixin Cui, Sihan Jin, Yujing Zhang, Yilin Xiao 0002, Ruiyu Wang, Bo Li 0037, Xiao Huang 0001, Danny Dongning Sun, Xinrun Wang. 7787-7844 [doi]
• Robust Uncertainty Quantification for Self-Evolving Large Language Models via Continual Domain PretrainingXiaofan Zhou, Lu Cheng 0001. 7891-7908 [doi]
• ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified RecommendationYihua Zhang, Mingfu Liang, Jiyan Yang, Rong Jin 0001, Wen-Yen Chen, Yiping Han, Huayu Li, Buyun Zhang, Liang Luo, Luke Simon, Sijia Liu 0001, Tianlong Chen 0001, Xi Liu. 7960-7980 [doi]
• PaperScope: A Multi-Modal Multi-Document Benchmark for Agentic Deep Research Across Massive Scientific PapersLei Xiong, Huaying Yuan, Zheng Liu, Zhao Cao, Zhicheng Dou. 8015-8040 [doi]
• When Personalization Misleads: Understanding and Mitigating Hallucinations in Personalized LLMsZhongxiang Sun, Yi Zhan, Chenglei Shen, Weijie Yu 0003, Xiao Zhang 0034, Ming He, Jun Xu 0001. 8041-8060 [doi]
• Law in Silico: Simulating Legal Society with LLM-Based AgentsYiding Wang, Yuxuan Chen, Fanxu Meng 0003, Xifan Chen, Xiaolei Yang, Muhan Zhang. 8061-8104 [doi]
• MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn DialoguesYaning Pan, Qianqian Xie, Guohui Zhang, Zekun Moore Wang, Yongqian Wen, Yuanxing Zhang, Haoxuan Hu, Zhiyu Pan, Yibing Huang, Zhidong Gan, Yonghong Lin, An Ping, Shihao Li, Yanghai Wang, Tianhao Peng, Jiaheng Liu. 8105-8126 [doi]
• Query-Aware Graph Attention for Precise Subgraph Retrieval in Knowledge-Augmented ReasoningYuanye Xu, Linyi Guo, Yue Zhang, Fu Ning. 8127-8148 [doi]
• Contract-Coding: Towards Repo-Level Generation via Structured Symbolic ParadigmYi Lin, Lujin Zhao, Yijie Shi. 8187-8206 [doi]
• Adaptive Text Anonymization: Learning Privacy-Utility Trade-offs via Prompt OptimizationGabriel Loiseau, Damien Sileo, Damien Riquet, Maxime Meyer, Marc Tommasi. 8207-8229 [doi]
• Efficient PRM Training Data Synthesis via Formal VerificationRyo Kamoi, Yusen Zhang 0001, Nan Zhang, Sarkar Snigdha Sarathi Das, Ranran Haoran Zhang, Wenpeng Yin 0001, Rui Zhang 0037. 8246-8265 [doi]
• Revealing the Attention Floating Mechanism in Masked Diffusion ModelsXin Dai, Pengcheng Huang 0004, Zhenghao Liu 0001, Shuo Wang, Yukun Yan, Chaojun Xiao, Yu Gu 0002, Ge Yu 0001, Maosong Sun 0001. 8266-8286 [doi]
• Balancing Knowledge Breadth and Task Depth for Effective Domain Adaptation Fine-TuningMu Zhang, Yuxiang Chu, Guangya Yu, Yongqi Fan, Weiyan Zhang, Hang Hu, Tong Ruan, JingPing Liu. 8287-8304 [doi]
• Explain the Flag: Contextualizing Hate Speech Beyond CensorshipJason Liartis, Eirini Kaldeli, Lambrini Gyftokosta, Eleftherios Chelioudakis, Orfeas Menis-Mastromichalakis. 8305-8325 [doi]
• EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic SynthesisXiaoshuai Song, Haofei Chang, Guanting Dong 0001, Yutao Zhu 0001, Ji-Rong Wen, Zhicheng Dou. 8326-8357 [doi]
• Iterative Knowledge Graph Refinement and Integration for Medical Question AnsweringHaochen Zou, Yongli Wang 0002. 8358-8374 [doi]
• Lost in Stories: Consistency Bugs in Long Story Generation by LLMsJunjie Li, Xinrui Guo, Yuhao Wu, Roy Ka-Wei Lee, Hongzhi Li, Yutao Xie. 8400-8428 [doi]
• SPASM: Stable Persona-driven Agent Simulation for Multi-turn Dialogue GenerationHan Luo, Guy Laban. 8455-8475 [doi]
• Telling Speculative Stories to Help Humans Imagine the Harms of Healthcare AIXingmeng Zhao, Tongnian Wang, Daniel Schumacher, Veronica Rammouz, Anthony Rios. 8476-8516 [doi]
• Unifying Inference-Time Planning Language GenerationPrabhu Prakash Kagitha, Bo Sun, Ishan Desai, Andrew Zhu, Cassie Huang, Manling Li, Ziyang Li, Li Zhang. 8531-8574 [doi]
• EmoRes: Toward Adaptive Psychological Support via User-Agnostic Benchmark and Topic-Mining AgentZhengwei Zou, Xuanming Jiang, Baoyi An 0001, Dingyu Nie, Zhengxing Fang, Qingyu Liu, Xueming Qian, Guoshuai Zhao, Zhongyu Yang. 8575-8586 [doi]
• Budget-Aware Anytime Reasoning with LLM-Synthesized Preference DataXuanming Zhang, Shwan Ashrafi, Aziza Mirsaidova, Amir Rezaeian, Miguel Ballesteros, Lydia B. Chilton, Zhou Yu 0001, Dan Roth 0001. 8587-8599 [doi]
• Mitigating Cultural Bias in LLMs via Multi-Agent Cultural DebateQian Tan, Lei Jiang, Yuting Zeng, Shuoyang Ding, XiaoHua Xu. 8600-8612 [doi]
• MDocRAG-RL: Empowering Multi-Modal Document RAG via Complex Visual Reasoning with Reinforcement LearningZhongyu Wang. 8641-8651 [doi]
• MARS: Unleashing the Power of Speculative Decoding via Margin-Aware VerificationJingwei Song, Xinyu Wang, Hanbin Wang, Xiaoxuan Lei, Tianyu Shi 0003, Shixin Han, Eric Yang, Xiao-Wen Chang, Lynn Ai. 8652-8663 [doi]
• AI, Take the Wheel: What Drives Delegation and Trust in Human-Computer Cooperative Question Answering?Maharshi Gor, Yoo yeon Sung, Yu Hou, Eve Fleisig, Zhu Irene Ying, Tianyi Zhou 0001, Jordan Lee Boyd-Graber. 8664-8689 [doi]
• Self-Reinforcing Controllable Synthesis of Rare Relational Data via Bayesian CalibrationChongsheng Zhang, Hao Wang, Zelong Yu, Esteban Garces Arias, Julian Rodemann, Zhanshuo Zhang, Qilong Li, Gaojuan Fan, Krikamol Muandet, Christian Heumann. 8690-8711 [doi]
• WaveDetect: Robust Framework for Machine-Generated Text Detection via Wavelet TransformZhichen Liu, Kaitong Qin, Linhan He, Yang Xu. 8712-8727 [doi]
• AHEAD: Attention Head Energy-Aware Dynamics for Hallucination Mitigation in MLLMsJiale Chang, Ying Li, Siliang Tang, Yueting Zhuang. 8728-8739 [doi]
• TopoSHIELD: Reshaping the Flow of Malice via Spatio-Temporal Risk-Aware Topological Evolution in Multi-Agent SystemsRuiyang Huang, Chenxi Wang, Tinghe Zhang, Fengrui Liu, Jiayan Sun, Haocheng Wang, Yifan Wu. 8740-8768 [doi]
• Diagnosing and Mitigating Sycophancy and Skepticism in LLM Causal JudgmentEdward Y. Chang. 8769-8789 [doi]
• SuperWriter: Reflection-Driven Long-Form Generation with Large Language ModelsYuhao Wu, Yushi Bai, Zhiqiang Hu, Juanzi Li, Roy Ka-Wei Lee. 8790-8812 [doi]
• ProxyPrompt: Securing System Prompts against Prompt Extraction AttacksZhixiong Zhuang, Maria-Irina Nicolae, Hui-Po Wang, Mario Fritz. 8813-8845 [doi]
• From Coarse to Fine: A Multi-Granularity Multimodal Framework for Teacher Sentiment AnalysisZhiyi Duan, Xiangren Wang, Jiangshan Guan, Bing Jia, Qianli Xing 0002. 8861-8876 [doi]
• PBEBench: A Multi-Step Programming by Examples Reasoning Benchmark inspired by Historical LinguisticsAtharva Naik, Prakam, Yash Mathur, Darsh Agrawal, Manav Nitin Kapadnis, Yuwei An, Clayton Marr, Carolyn P. Rosé, David R. Mortensen. 8877-8918 [doi]
• T2I-ReasonBench: Benchmarking Reasoning-Informed Text-to-Image GenerationKaiyue Sun 0001, Rongyao Fang, Chengqi Duan, Xian Liu, Aoxue Li, Xihui Liu. 8919-8944 [doi]
• CGBridge: Bridging Code Graphs and Large Language Models for Better Structure-Aware Code UnderstandingZeqi Chen, Zhaoyang Chu, Yi Gui, Feng Guo, Yao Wan 0001, Chuan Shi. 8945-8966 [doi]
• Candidate-Aware Retrieval and Reranking for Multiple-Choice Question Answering: Arabic as a Case StudyYassine Bouziane, Youness Moukafih, Mounir Ghogho. 8967-8977 [doi]
• Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density EstimationZhen Bi, Zhenlin Hu, Xueshu Chen, Mingyang Chen 0002, Cheng Deng, Yida Xue, Zhen Wang 0008, Qing Shen 0005, Ningyu Zhang 0001, Jungang Lou. 8978-8999 [doi]
• ACSE: An Ancient Character Semantic-Aware Embedding for Large Language ModelsZhihan Zhou 0003, Daqian Shi, Lida Shi, Rui Song 0008, Peiqiang Qiu, Xiaolei Diao, Hao Xu 0012. 9000-9012 [doi]
• Reasoning as Gradient: Scaling MLE Agents Beyond Tree SearchYifei Zhang, Xu Yang, Xiao Yang, Bowen Xian, Qizheng Li, Shikai Fang, Jingyuan Li, Jian Wang, Minrui Xu, Yuge Zhang, Weiqing Liu, Jiang Bian. 9013-9038 [doi]
• Speak No Evil, Just Prompt: Low-resource Multilingual Toxic Speech Detection with Audio Language ModelMingzi Zuo, Lei Zhang 0024, Hailiang Sun, Shengzhi Huo, Changyu Dong, Xin Wang, Bo Wang, Hao Liu. 9039-9053 [doi]
• EmotionTalk: An Interactive Chinese Multimodal Emotion Dataset With Rich AnnotationsHaoqin Sun, Jinghua Zhao 0004, Xuechen Wang, Shiwan Zhao, Jiaming Zhou, Hui Wang, Xi Yang, Yequan Wang, Yonghua Lin. 9054-9071 [doi]
• What Prompts Don't Say: Understanding and Managing Underspecification in LLM PromptsChenyang Yang 0002, Yike Shi, Qianou Ma, Michael Xieyang Liu, Christian Kästner, Tongshuang Wu. 9072-9101 [doi]
• AffectCodec: Emotion-Preserving Neural Speech Codec for Expressive Speech ModelingJiacheng Shi, Hongfei Du, XinYuan Song, Y. Alicia Hong, Yanfu Zhang, Ashley Gao. 9102-9124 [doi]
• Agentic Conversational Search with Contextualized Reasoning via Reinforcement LearningFengran Mo, Yifan Gao 0001, Sha Li, Hansi Zeng, Xin Liu, Zhaoxuan Tan, Xian Li, Jianshu Chen, Dakuo Wang, Meng Jiang 0001. 9125-9138 [doi]
• PED: Route-Decoupled Diagnostics for Persona Consistency in Spoken AgentsWeihao Liu, Junrui Wei, Zhao Zhang, Ju Zhang 0001. 9155-9168 [doi]
• Interpretable Semantic Gradients in SSD: A PCA Sweep Approach and a Case Study on AI DiscourseHubert Plisiecki, Maria Leniarska, Jan Piotrowski, Marcin Zajenkowski. 9169-9177 [doi]
• GreekMMLU: A Native-Sourced Multitask Benchmark for Evaluating Language Models in GreekYang Zhang, Mersin Konomi, Christos Xypolopoulos, Konstantinos Divriotis, Konstantinos Skianis, Giannis Nikolentzos, Giorgos Stamou, Guokan Shang, Michalis Vazirgiannis. 9193-9217 [doi]
• User-Assistant Bias in LLMsXu Pan, Jingxuan Fan, Zidi Xiong, Ely Hahami, Jorin Overwiening, Ziqian Xie. 9218-9241 [doi]
• ICLAD: In-Context Learning with Comparison-Guidance for Audio Deepfake DetectionBenjamin Shiue-Hal Chou, Yi Zhu, Surya Koppisetti. 9242-9256 [doi]
• ReStyle-TTS: Relative and Continuous Style Control for Zero-Shot Speech SynthesisHaitao Li, Chunxiang Jin, Chenglin Li, Wenhao Guan, Zhengxing Huang, Xie Chen 0001. 9257-9269 [doi]
• Who Gets Which Message? Auditing Demographic Bias in LLM-Generated Targeted TextTunazzina Islam. 9270-9297 [doi]
• How Language Models Conflate Logical Validity with Plausibility: A Representational Analysis of Content EffectsLeonardo Bertolazzi, Sandro Pezzelle, Raffaella Bernardi. 9316-9347 [doi]
• LLMs Deceive Unintentionally: Emergent Misalignment in Dishonesty from Misaligned Samples to Biased Human-AI InteractionsXuhao Hu, Peng Wang 0095, Xiaoya Lu, Dongrui Liu, Xuanjing Huang 0001, Jing Shao. 9348-9372 [doi]
• AlphaQuanter: An End-to-End Tool-Augmented Agentic Reinforcement Learning Framework for Stock TradingZheye Deng, Weixiang Yan, Changlong Yu, Jiashu Wang. 9373-9394 [doi]
• Distribution Shift Alignment Helps LLMs Simulate Survey Response DistributionsJi Huang, Mengfei Li, Shuai Shao. 9395-9409 [doi]
• PhysPRM: A Generative Process Reward Model with Fine-grained Diagnosis for Physics Problem SolvingYuxuan Dong, Xinyu Zhang, Lingling Zhang, Han Lai, Pengyu Li, Bifan Wei, Yaqiang Wu, Jun Liu. 9410-9427 [doi]
• CoRE: A Fine-Grained Code Reasoning Benchmark Beyond Output PredictionJun Gao, Yun Peng, Qian Qiao, Changhai Zhou, Yuhua Zhou, Shiyang Zhang, Shichao Weng, Zhenchang Xing, Xiaoxue Ren. 9446-9459 [doi]
• TT-SI: Self-Improving LLM Agents with Test-Time TrainingEmre Can Acikgoz, Cheng Qian 0008, Heng Ji 0001, Dilek Hakkani-Tür, Gokhan Tur. 9483-9508 [doi]
• Conflicts Make Large Reasoning Models Vulnerable to AttacksHonghao Liu, Chengjin Xu, Xuhui Jiang, Cehao Yang, Shengming Yin, Zhengwu Ma, Lionel Ni, Jian Guo. 9509-9531 [doi]
• Linear Script Representations in Speech Foundation Models Enable Zero-Shot TransliterationRyan Soh-Eun Shim, KwangHee Choi, Kalvin Chang, Ming-Hao Hsu, Florian Eichin, Zhizheng Wu 0001, Alane Suhr, Michael A. Hedderich, David Harwath, David R. Mortensen, Barbara Plank. 9532-9544 [doi]
• NSL-MT: Linguistically Informed Negative Samples for Efficient Machine Translation in African Low-Resource LanguagesMamadou K. Keita, Christopher M. Homan, Huy Le. 9545-9560 [doi]
• EduMARS: Can Vision-Language Models Grade Like Teachers? Benchmarking Multimodal, Rubric-Based Assessment on Chinese K-12 AnswersXuan Zhao, Jiashun Chen, Wanting Xu, Huiyuan Yan, Chaowei Fang, Xing Wei. 9561-9583 [doi]
• Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less RiskyAshutosh Hathidara, Julien Yu, Sebastian Schreiber 0001. 9624-9652 [doi]
• ToolGate: Contract-Grounded and Verified Tool Execution for LLMsYanming Liu, Xinyue Peng, Jiannan Cao, Xinyi Wang, Songhang Deng, Jintao Chen 0001, Jianwei Yin, Xuhong Zhang 0002. 9653-9684 [doi]
• PersonaArena: Dynamic Simulation for Evaluating and Enhancing Persona-Level Role-Playing in Large Language ModelsWenlong Shi, Jianxun Lian, Mingqi Wu, Haiming Qin, Mingyang Zhou, Xing Xie 0001, Naipeng Chao, Hao Liao. 9685-9719 [doi]
• Prompting Test-Time Scaling Is A Strong LLM Reasoning Data AugmentationSondos Mahmoud Bsharat, Zhiqiang Shen. 9752-9776 [doi]
• GRASS: Gradient-based Adaptive Layer-wise Importance Sampling for Memory-efficient Large Language Model Fine-tuningKaiyuan Tian, Linbo Qiao, Yu Tang, Gongqingjian Jiang, Baihui Liu, Yifu Gao, Xialin Su, Dongsheng Li 0001. 9777-9790 [doi]
• ltzGLUE: Luxembourgish General Language Understanding EvaluationAlistair Plum, Felicia Körner, Anne-Marie Lutgen, Laura Bernardy, Fred Philippy, Emilia Milano, Nils Rehlinger, Cedric Lothritz, Tharindu Ranasinghe, Barbara Plank, Christoph Purschke. 9791-9807 [doi]
• AdapThink: Adaptive Thinking Preferences for Reasoning Language ModelsWenyue Xu, Xu Wan 0001, Wei Wang, Wenqi Huang, Wotao Yin, Shengjie Zhao, Mingyang Sun. 9808-9825 [doi]
• Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation DetectionZhiwei Liu, Yupeng Cao, Yuechen Jiang, Mohsinul Kabir, Polydoros Giannouris, Chen Xu, Ziyang Xu, Tianlei Zhu, Md. Tariquzzaman, Triantafillos Papadopoulos, Yan Wang 0015, Lingfei Qian, Xueqing Peng, Zhuohan Xie, Ye Yuan, Saeed Almheiri, Abdulrazzaq Alnajjar, Mingbin Chen, Harry Stuart, Paul Thompson 0002, Prayag Tiwari, Alejandro Lopez-Lira, Xue Liu, Jimin Huang, Sophia Ananiadou. 9838-9864 [doi]
• MASS-RAG: Multi-Agent Synthesis Retrieval-Augmented GenerationXingchen Xiao, Heyan Huang, Runheng Liu, Jincheng Xie. 9865-9883 [doi]
• Bayesian Active Learning with Gaussian Processes Guided by LLM Relevance Scoring for Dense Passage RetrievalJunyoung Kim, Anton Korikov, Jiazhou Liang, Justin Cui, Yifan Simon Liu, Qianfeng Wen, Mark Zhao, Scott Sanner. 9884-9898 [doi]
• Reasoning-Based Refinement of Unsupervised Text Clusters with LLMsTunazzina Islam. 9899-9917 [doi]
• Self-Evolving Multi-Agent Systems via Textual BackpropagationXiaowen Ma, Yunpu Ma, Chenyang Lin, Sikuan Yan, Jinhe Bi, Zixuan Cao, Yijun Tian 0001, Volker Tresp, Hinrich Schütze. 9918-9951 [doi]
• Confidence over Time: Confidence Calibration with Temporal Logic for Large Language Model ReasoningZhenjiang Mao, Anirudhh Venkat, Artem Bisliouk, Sindhura Kumbakonam Subramanian, Akshat Kothiyal, Saithej Singhu, Ivan Ruchkin. 9952-9976 [doi]
• When Debiasing Backfires: Counterintuitive Side Effects of Preprocessing-Based Stereotype MitigationYahan Zheng, John J. Guerrerio, Soroush Vosoughi, Weicheng Ma. 10001-10021 [doi]
• Scaling Laws for Code: Every Programming Language MattersJian Yang, Shuyue Guo, Linzheng Chai, Wei Zhang, Aishan Liu, Chuan-Hao, Zhoujun Li 0001, Xin Zhao, Xianglong Liu 0001, Weifeng Lv, Bryan Dai. 10022-10032 [doi]
• Safety Is Not Universal: The Selective Safety Trap in LLM AlignmentIago Alves Brito, Walcy Santos Rezende Rios, Julia Soares Dollis, Diogo Fernandes Costa Silva, Arlindo Rodrigues Galvão Filho. 10044-10065 [doi]
• LLM Prompt Duel Optimizer: Efficient Label-Free Prompt OptimizationYuanchen Wu, Saurabh Verma, Justin Lee, Fangzhou Xiong, Poppy Zhang, Amel Awadelkarim, Xu Chen, Yubai Yuan, Shawndra Hill. 10066-10089 [doi]
• Meta-Tool: Efficient Few-Shot Tool Adaptation for Small Language ModelsSachin Kumar. 10132-10147 [doi]
• Toward A Digital Twin of U.S. CongressHayden S. Helm, Tianyi Chen, Harvey McGuinness, Paige Lee, Brandon Duderstadt, Carey E. Priebe. 10148-10160 [doi]
• OjaKV: Context-Aware Online Low-Rank KV Cache CompressionYuxuan Zhu 0004, David H. Yang, Mohammad Mohammadi Amiri, Keerthiram Murugesan, Tejaswini Pedapati, Pin-Yu Chen. 10161-10178 [doi]
• AURORA: Neuro-Symbolic Continual Indexing for Evolving RAG SystemsManoj Saravanan, Rohit Kumar Salla, Ramya Manasa Amancherla. 10179-10195 [doi]
• K-GIP: Diagnosing Logical Fractures in Large Vision-Language Models via Verification Scene Graphs and Sequential PruningYujun Hu, Xiaoyu Zhou, Changbo Wang, Gaoqi He. 10222-10236 [doi]
• From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language ModelsJunlong Tong, Zilong Wang, Yujie Ren, Peiran Yin, Hao Wu, Wei Zhang, Xiaoyu Shen 0001. 10237-10263 [doi]
• How Adversarial Environments Mislead Agentic AI?Zhonghao Zhan, Huichi Zhou, Zhenhao Li, Peiyuan Jing, Krinos Li, Hamed Haddadi 0001. 10264-10280 [doi]
• GALA: Geometric Data Selection with Strategic Prospecting for Large Language Model Self-trainingZhongwei Xie, Ruihao Liao, Zimo Wang, Chong Chen, Xian-Sheng Hua 0001, Xiao Luo 0001. 10281-10293 [doi]
• MTRAG-UN: A Benchmark for Open Challenges in Multi-Turn RAG ConversationsSara Rosenthal, Yannis Katsis, Vraj Shah, Lihong He 0001, Lucian Popa 0001, Marina Danilevsky. 10363-10369 [doi]
• Vision-Language Models Mistake Head Orientation for Gaze Direction: Nonverbal Conversation CuesZory Zhang, Pinyuan Feng, Bingyang Wang, Tianwei Zhao, Suyang Yu, Qingying Gao, Hokin Deng, Ziqiao Ma 0001, Yijiang Li, Dezhi Luo. 10370-10389 [doi]
• RepoShapley: Shapley-Enhanced Context Filtering for Repository-Level Code CompletionYu Huo, Kun Zeng, Siyu Zhang, Yuquan Lu, Cheng Yang, Yifu Guo, Xiaoying Tang. 10390-10412 [doi]
• Model-Agnostic Meta Learning for Class Imbalance AdaptationHanshu Rao, Guangzeng Han, Xiaolei Huang 0002. 10442-10456 [doi]
• PAPERMIND: Benchmarking Agentic Reasoning and Critique over Scientific Papers in Multimodal LLMsYanjun Zhao, Tianxin Wei, Jiaru Zou, Xuying Ning, Yuanchen Bei, Lingjie Chen, Simmi Rana, Wendy H. Yang, Hanghang Tong, Jingrui He. 10457-10474 [doi]
• From Scenes to Elements: Multi-Granularity Evidence Retrieval for Verifiable Multimodal RAGGuanhua Chen 0006, Chuyue Huang, Yutong Yao, Shudong Liu 0004, Xueqing Song, Lidia S. Chao, Derek F. Wong. 10475-10491 [doi]
• Region-R1: Reinforcing Query-Side Region Cropping for Multi-Modal Re-RankingChan-Wei Hu, Zhengzhong Tu. 10492-10505 [doi]
• A Reward-Guided Dual-Phase Framework for Adaptive Inference-Time ReasoningYingqian Cui, Zhenwei Dai, Pengfei He, Bing He 0002, Hui Liu 0033, Zhan Shi, Xianfeng Tang, Jingying Zeng, Suhang Wang, Yue Xing 0002, Jiliang Tang, Benoit Dumoulin. 10506-10531 [doi]
• LVLM-Aware Multimodal Retrieval for RAG-Based Medical Diagnosis with General-Purpose ModelsNir Mazor, Tom Hope. 10532-10553 [doi]
• Detecting Proxy Gaming in RL and LLM Alignment via Evaluator Stress TestsSanjeda Akter, Ibne Farabi Shihab, Anuj Sharma 0001. 10554-10583 [doi]
• Do Language Models Think Consistently? A Study of Value Preferences Across Varying Response LengthsInderjeet Jayakumar Nair, Lu Wang. 10584-10613 [doi]
• LEDGER: Scaling Agentic Document Editing with Dependency-aware Graph RetrievalHang Wang, Utkarsh Garg, Reza Davari, Huitian Jiao, Hao Cheng, Baolin Peng, Si-Qing Chen, Tao Ge 0001. 10614-10644 [doi]
• NSF-CoT: Neuro-Symbolic Formal Verification of Chain-of-Thought Faithfulness in Contextual Question AnsweringVishal Pramanik, Maisha Maliha, Nathaniel D. Bastian, Alvaro Velasquez, Susmit Jha, Sumit Kumar Jha 0001. 10645-10663 [doi]
• Learning Flexible Large Multimodal Models with Arbitrary Modality CombinationsXinyu Zhao, Kangqi Ni, Jie Peng 0002, Ang Li, Tianlong Chen 0001. 10664-10678 [doi]
• 1,729 vs. 1729: The Effect of Scripts and Formats on LLM NumeracyVarshini Reddy, Craig W. Schmidt, Seth Ebner, Adam Wiemerslage, Yuval Pinter, Chris Tanner. 10679-10696 [doi]
• SimpleOCR: Rendering Visual Questions to Teach MLLMs to ReadYibo Peng, Peng Xia 0005, Ding Zhong, Kaide Zeng, Siwei Han, Yiyang Zhou, Jiaqi Liu, Ruiyi Zhang, Huaxiu Yao. 10697-10710 [doi]
• Preference Learning Unlocks LLMs' Psycho-Counseling SkillsMian Zhang, Shaun M. Eack, Zhiyu Chen 0004. 10729-10750 [doi]
• Large Language Models Can Help Mitigate Barren Plateaus in Quantum Neural NetworksJun Zhuang 0004, Chaowen Guan. 10751-10767 [doi]
• Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise WorkflowsHaoyu Dong, Pengkun Zhang, Yan Gao, Xuanyu Dong, Yilin Cheng, Mingzhe Lu, Adina Yakefu, Shuxin Zheng. 10768-10794 [doi]
• Exploiting Tree Structure for Credit Assignment in Reinforcement Learning with Large Language ModelsHieu Tran, Zonghai Yao, Hong Yu 0001. 10795-10810 [doi]
• Demystify the Role of Memory in Machine Learning Engineering AgentsXinyu Zhao, Junpeng Wang 0001, Yuzhong Che 0004n, Menghai Pan, Chin-Chia Michael Yeh, Jiarui Sun 0001, Yan Zheng 0001, Mahashweta Das, Tianlong Chen. 10811-10826 [doi]
• HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question AnsweringYuyu Liu, Sarang Rajendra Patil, Mengjia Xu, Tengfei Ma. 10849-10862 [doi]
• What Users Leave Unsaid: Under-Specified Queries Limit Vision-Language ModelsDasol Choi, Guijin Son, Hanwool Lee, MinHyuk Kim, Hyunwoo Ko, Teabin Lim, Eungyeol Ahn, Jungwhan Kim, Seunghyeok Hong, Youngsook Song. 10863-10886 [doi]
• Selective Steering: Norm-Preserving Control Through Discriminative Layer SelectionQuy-Anh Dang, Chris Ngo. 10887-10910 [doi]
• From Bytes to Subwords: Challenges of Input Representations in NLPRob van der Goot. 10911-10919 [doi]
• The Learnability of Model-Theoretic Interpretation Functions in Artificial Neural NetworksAdrian Brasoveanu 0001, Jakub Dotlacil. 10920-10949 [doi]
• A Mechanistic Perspective and Difficulty Metric for UnlearningJiali Cheng, Ziheng Chen 0002, Chirag Agarwal, Hadi Amiri. 10950-10964 [doi]
• UCS: Estimating Unseen Coverage for Improved In-Context LearningJiayi Xin, Xiang Li, Evan Qiang, Weiqing He, Tianqi Shang, Weijie J. Su, Qi Long. 10965-10981 [doi]
• Talent or Luck? Evaluating Attribution Bias in Large Language ModelsChahat Raj, Mahika Banerjee, Jinhao Pan, Aylin Caliskan, Antonios Anastasopoulos, Ziwei Zhu 0001. 10982-11014 [doi]
• Uncertainty Quantification of Large Language Models through Multiple Uncertainty SourcesTiejin Chen, Xiaoou Liu, Longchao Da, Jia Chen 0002, Evangelos E. Papalexakis, Hua Wei 0001. 11015-11029 [doi]
• [b] = [d] - [t] + [p]: Self-supervised Speech Models Discover Phonological Vector ArithmeticKwangHee Choi, Eunjung Yeo, Cheol Jun Cho, David Harwath, David R. Mortensen. 11048-11069 [doi]
• Waking Up Blind: Cold-Start Optimization of Supervision-Free Agentic Trajectories for Grounded Visual PerceptionAshutosh Bajpai, Tamal Majumder, Akshay Uttama Nambi, Tanmoy Chakraborty 0002. 11070-11093 [doi]
• Program Structure-aware Language Models: Targeted Software Testing beyond Textual SemanticsKhang Tran, Khoa Nguyen, Cristian Borcea, Hai Phan. 11113-11126 [doi]
• Reasoning for Hierarchical Text Classification: The Case of PatentsLekang Jiang, Wenjun Sun, Stefan Goetz. 11127-11142 [doi]
• From Shijing to English and German: Resources and Evaluation for LLM Translation of Early Chinese PoetryYing Jiao, Meng Sun. 11143-11162 [doi]
• One Mask to Rule Them All: On Hidden Facts after Editing and How to Find ThemAli Kholmovaia, Paul Youssef, Nandi Schoots, Christin Seifert. 11163-11181 [doi]
• Analysing the Safety Pitfalls of Steering VectorsYuxiao Li, Alina Fastowski, Efstratios Zaradoukas, Bardh Prenkaj, Gjergji Kasneci. 11182-11204 [doi]
• Compartmentalised Agentic Reasoning for Clinical NLIMaël Jullien, André Freitas, Marco Valentino, Lei Xu. 11205-11233 [doi]
• Content Fuzzing for Escaping Information Cocoons on Digital Social MediaYifeng He, Ziye Tang, Hao Chen. 11253-11271 [doi]
• KnowledgeBerg: Evaluating Systematic Knowledge Coverage and Compositional Reasoning in Large Language ModelsXiao Zhang 0052, Qianru Meng, Yongjian Chen, Yumeng Wang, Johan Bos. 11272-11286 [doi]
• Characterizing Selective Refusal Bias in Large Language ModelsAdel Khorramrouz, Sharon Levy. 11305-11326 [doi]
• Infusing Theory of Mind into Socially Intelligent LLM AgentsEunJeong Hwang, Yuwei Yin, Giuseppe Carenini, Peter West, Vered Shwartz. 11327-11360 [doi]
• Do BabyLMs Wanna Learn Wanna Contraction? On the Learnability without Language-Specific BiasKangsan Noh, Sanghoun Song. 11361-11372 [doi]
• FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text GenerationLiqiang Jing, Viet Dac Lai, Seunghyun Yoon 0002, Trung Bui, Xinya Du. 11418-11456 [doi]
• DELTA: Dynamic Layer-Aware Token Attention for Efficient Long-Context ReasoningHossein Entezari Zarch, Lei Gao, Chaoyi Jiang, Murali Annavaram. 11502-11518 [doi]
• LANTERN in the Event Stream: Training-Free Temporal Knowledge Graph Forecasting by Balancing Inertia and ShiftsChengyuan Jin, Ao Chang, Daojian Zeng, Wenhao Teng, Xiangwen Liao, Kang Liu 0001, Jun Zhao 0001, Yubo Chen 0001. 11519-11533 [doi]
• Large Language Models for IT Automation Tasks: Are We There Yet?Md. Mahadi Hassan, John Salvador, Akond Ashfaque Ur Rahman, Santu Karmaker. 11534-11573 [doi]
• Follow the Path: Reasoning over Knowledge Graph Paths to Improve Large Language Model FactualityMike Zhang, Johannes Bjerva, Russa Biswas. 11574-11590 [doi]
• Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM FeedbackYiyuan Yang, Zichuan Liu, Lei Song, Kai Ying, Stephen Wang, Joshua Thomas Bamford, Svitlana Vyetrenko, Jiang Bian, Qingsong Wen. 11591-11616 [doi]
• Ground Then Rank: Revisiting Knowledge-Based VQA with Training-Free Entity IdentificationQian Ma, Qiong Wu 0008, Zhengyi Zhou, Yao Ma 0001. 11617-11635 [doi]
• Non-invasive electromyographic speech neuroprosthesis: a geometric perspectiveHarshavardhana T. Gowda, Lee M. Miller. 11636-11650 [doi]
• Context Attribution with Multi-Armed Bandit OptimizationDeng Pan, Keerthiram Murugesan, Ting Hua, Nuno Moniz, Nitesh V. Chawla. 11651-11662 [doi]
• Peering Behind the Shield: Guardrail Identification in Large Language ModelsZiqing Yang 0002, Yixin Wu 0001, Rui Wen 0002, Michael Backes 0001, Yang Zhang. 11663-11676 [doi]
• WildSci: Advancing Scientific Reasoning from In-the-Wild LiteratureTengxiao Liu, Deepak Nathani, Zekun Li 0001, Kevin Yang, William Yang Wang. 11677-11695 [doi]
• WebDART: Dynamic Decomposition and Re-planning for Complex Web TasksJingbo Yang, Bairu Hou, Wei Wei 0019, Shiyu Chang, Yujia Bao. 11696-11715 [doi]
• Like a Therapist, But Not: Reddit Narratives of AI in Mental Health ContextsElham Aghakhani, Rezvaneh Rezapour. 11716-11736 [doi]
• Evaluating Implicit Biases in LLM Reasoning through Logic Grid PuzzlesFatima Jahara, Mark Dredze, Sharon Levy. 11755-11780 [doi]
• InferPilot: Autonomous Inference Attacks Against ML Services With LLM-Based AgentsYixin Wu, Rui Wen 0002, Chi Cui, Michael Backes 0001, Yang Zhang 0016. 11781-11801 [doi]
• MedErrBench: A Fine-Grained Multilingual Benchmark for Medical Error Detection and Correction with Clinical Expert AnnotationsCongbo Ma, Yichun Zhang, Yousef Al-Jazzazi, Ahamed Foisal, Laasya Sharma, Yousra Sadqi, Khaled Saleh, Jihad Mallat, Farah E. Shamout. 11802-11827 [doi]
• Arab Voices: Mapping Standard and Dialectal Arabic Speech TechnologyPeter Sullivan, AbdelRahim A. Elmadany, Alcides Alcoba Inciarte, Muhammad Abdul-Mageed. 11843-11878 [doi]
• CausalDetox: Causal Head Selection and Intervention for Language Model DetoxificationYian Wang, Yuen Chen, Agam Goyal, Hari Sundaram. 11893-11914 [doi]
• P-QuASAR: A Unified Probabilistic Framework for Holistic Patent Quality Assessment and RefinementXinyuan Song 0002, Ziyi Ni, Fred Yang, Bo Zhang, Yijin Wang, Jane Zhang. 11935-11951 [doi]
• From Heard to Lived Opinions: Simulating Opinion Dynamics with Grounded LLM Agents in Economic EnvironmentsRyuji Hashimoto, Masahiro Kaneko, Ryosuke Takata, Takehiro Takayanagi, Kiyoshi Izumi. 11952-11964 [doi]
• HiSA: Hierarchical State Abstraction for Scalable GUI AgentsWeiming Li, Hye-Young Paik, Yulei Sui. 11965-11985 [doi]
• SecureWebArena: A Holistic Security Evaluation Benchmark for LVLM-based Web AgentsZonghao Ying, Yangguang Shao, Jianle Gan, Gan Xu, Wenxin Zhang 0005, Quanchen Zou, Junzheng Shi, Zhenfei Yin, Mingchuan Zhang, Aishan Liu, Xianglong Liu 0001. 11986-11998 [doi]
• The Mechanics of Interference: Defusing Distractors in RAG via Sparse Autoencoder InterventionsChristian Giannetti, Giovanni Trappolini, Nicola Tonellotto, Fabrizio Silvestri, Pietro Lio. 11999-12007 [doi]
• Grounding Agent Memory in Contextual IntentRuozhen Yang, Yucheng Jiang, Yueqi Jiang, Priyanka Kargupta, Yunyi Zhang 0001, Jiawei Han 0001. 12008-12042 [doi]
• Persona-Assigned Large Language Models Exhibit Human-Like Motivated ReasoningSaloni Dash, Amélie Reymond, Emma S. Spiro, Aylin Caliskan. 12043-12069 [doi]
• Distilling the Essence: Efficient Reasoning Distillation via Sequence TruncationWei-Rui Chen, Vignesh Kothapalli, Ata Fatahi Baarzi, Hejian Sang, Shao Tang, Qingquan Song, Zhipeng Wang, Muhammad Abdul-Mageed. 12092-12122 [doi]
• Beyond Cross-Modal Alignment: Measuring and Leveraging Modality Gap in Vision-Language ModelsHanqi Yan, Xiangxiang Cui, Lu Yin, Jindong Gu, Paul Pu Liang, Yulan He 0001, Yifei Wang. 12123-12138 [doi]
• Concept rather than Document: Context Compression via AMR-based Conceptual EntropyKaize Shi, Xueyao Sun, Xiaohui Tao 0001, Lin Li 0001, Qika Lin, Guandong Xu. 12158-12173 [doi]
• Can LLMs Understand the Impact of Trauma? Costs and Benefits of LLMs Coding the Interviews of Firearm Violence SurvivorsJessica H. Zhu, Shayla Stringfield, Vahe Zaprosyan, Michael Wagner, Michel Cukier, Joseph Richardson Jr.. 12174-12192 [doi]
• Diagnosing LLMs via Information Spectrum Analysis: Tail Behavior and the Effects of Side InformationYuuki Tachioka. 12231-12253 [doi]
• Scaling Collaborative Effort with AgentsShannon Zejiang Shen, Valerie Chen, Ken Gu, Alexis Ross, Zixian Ma, Jillian Ross, Alex Gu, Chenglei Si, Wayne Chi, Andi Peng, Jocelyn J. Shen, Ameet Talwalkar, Tongshuang Wu, David A. Sontag. 12254-12271 [doi]
• CriticSearch: Fine-Grained Credit Assignment for Search Agents via a Retrospective CriticYaocheng Zhang, Haohuan Huang, Zijun Song, Zijie Zhao, Qichao Zhang, Yuanheng Zhu, Dongbin Zhao. 12272-12290 [doi]
• Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM-Teacher Collaboration for K-12 Writing at ScaleCanran Wang, Yuwen Yang, Zhen Wang, Ming Ma, Ding Yu, Chentai Wang, Keman Huang, Xiaoyong Du 0001. 12291-12312 [doi]
• IntroLM: Introspective Language Models via Prefilling-Time Self-EvaluationHossein Hosseini Kasnavieh, Gholamreza Haffari, Christopher Leckie, Adel Nadjaran Toosi. 12313-12326 [doi]
• A Herd of Language Models Makes a Better Zero-shot Annotator for Clinical Named Entity RecognitionSeiji Shimizu, Shoko Wakamiya, Eiji Aramaki. 12327-12344 [doi]
• Learning Temporally-Aware Sample Weights for Preference OptimizationMengyang Li 0001, Xudong Zhou, Pinlong Zhao. 12361-12377 [doi]
• ToolPRMBench: Evaluating and Advancing Process Reward Models for Tool-using AgentsDawei Li 0008, Yuguang Yao, Zhen Tan 0001, Huan Liu 0001, Ruocheng Guo. 12378-12391 [doi]
• Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM ReasoningYiming Huang 0001, Zhenbo Shi, Shuzheng Gao, Cuiyun Gao 0001, Peiyi Han, Chuanyi Liu. 12392-12419 [doi]
• DemMA: Dementia Multi-Turn Dialogue Agent with Expert-Guided Reasoning and Action SimulationYutong Song, Jiang Wu, Kazi Shaharair Sharif, Pengfei Zhang, Wenjun Huang, Honghui Xu, Nikil D. Dutt, Amir M. Rahmani. 12439-12470 [doi]
• Causal-Audit: Explicit and Auditable Graph-based Reasoning via Target-Aware Causal Chain ConstructionSu-Lan, Xuefei Yin, Yanming Zhu 0001, Alan Wee-Chung Liew. 12484-12500 [doi]
• RADS: Reinforcement Learning-Based Sample Selection Improves Transfer Learning in Low-resource and Imbalanced Clinical SettingsWei Han, David Martinez Iraola, Anna Khanina, Lawrence Cavedon, Karin Verspoor. 12501-12516 [doi]
• Watch Out Your Industrial Copilots: Stealthy Backdoor Attack Against LLM-Based PLC Code GenerationXinyuan An, Xiaoxia Liu, Dongxia Wang 0002, Zhanhang Xiong, Wenhai Wang. 12517-12536 [doi]
• Balancing Classification and Calibration Performance in Decision-Making LLMs via Calibration Aware Reinforcement LearningDuygu Nur Yaldiz, Evangelia Spiliopoulou, Zheng Qi, Siddharth Varia, Srikanth Doss, Nikolaos Pappas 0004. 12537-12553 [doi]
• Redefining Machine Simultaneous Interpretation: From Incremental Translation to Human-Like StrategiesQianen Zhang, Zeyu Yang, Satoshi Nakamura. 12554-12577 [doi]
• ChunQiuTR: Time-Keyed Temporal Retrieval in Classical Chinese AnnalsYihao Wang, Zijian He, Jie Ren, Keze Wang. 12578-12601 [doi]
• OFFSIDE: Benchmarking Unlearning Misinformation in Multimodal Large Language ModelsHao Zheng, Zirui Pang, Ling Li, Zhijie Deng, Yuhan Pu, Zhaowei Zhu, Xiaobo Xia, Jiaheng Wei. 12602-12620 [doi]
• PedagogyBench: A Cognitive-Driven Benchmark for Multimodal Instructional Video UnderstandingXiaokang Jin, Jia Zhu 0003, Jingjiang Liu, YaBing Shi, Jueqi Guan, Hao Chen, Pasquale De Meo. 12621-12647 [doi]
• FeedEval: Pedagogically Aligned Evaluation of LLM-Generated Essay FeedbackSeongYeub Chu, Jongwoo Kim, Mun Yong Yi. 12648-12674 [doi]
• Probing Multimodal Large Language Models on Cognitive Biases in Chinese Short-Video MisinformationJen-tse Huang 0001, Chang Chen, Shiyang Lai, Wenxuan Wang 0001, Michelle R. Kaufman, Mark Dredze. 12675-12696 [doi]
• Emotion-Cause Pair Extraction in Conversations via Semantic Decoupling and AlignmentTianxiang Ma, Weijie Feng, Xinyu Wang, Zhiyong Cheng 0008. 12697-12711 [doi]
• Failure makes the agent stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool InteractionsJunhao Su, Yuanliang Wan, Junwei Yang, Hengyu Shi, Tianyang Han, Yurui Qiu, Junfeng Luo. 12712-12734 [doi]
• StructKV: Preserving the Structural Skeleton for Scalable Long-Context InferenceZhirui Chen, Peiyang Liu, Ling Shao 0003. 12784-12797 [doi]
• Correct, Concise and Complete: Multi-stage Training For Adaptive ReasoningNathanaël Carraz Rakotonirina, Ren Pang, Neha Anna John, Michael Bohlke-Schneider, Momchil Hardalov. 12798-12810 [doi]
• At Your Own PACE: A Causal Framework for Evaluating EQ in LLMsLei Lyu, Shengling Wang 0001, Ke Chao, Yichao Wei. 12811-12826 [doi]
• Rethinking Parameter Sharing for LLM Fine-Tuning with Multiple LoRAsHao Ban, Kaiyi Ji. 12843-12863 [doi]
• Shorten After You're Right: Lazy Length Penalties for Reasoning RLDanlong Yuan, Tian Xie, Shaohan Huang, Huishuai Zhang, Zhuocheng Gong, Chong Luo, Furu Wei, Dongyan Zhao 0001. 12864-12877 [doi]
• MedDCR: Learning to Design Agentic Workflows for Medical CodingJiyang Zheng, Islam Nassar, Thanh Vu, Xu Zhong, Yang Lin, Tongliang Liu, Long Duong, Yuan-Fang Li. 12878-12893 [doi]
• TokenPenalty: Alleviating Attention Sinks and Positional Decay in LVLMsXiaofeng Zhang 0006, Yuanchao Zhu, Qiyan Zhao, Xiaosong Yuan, Jiawei Cao, Xuhang Chen 0002. 12894-12906 [doi]
• From Mimesis to Metamorphosis: Evolving VLM Judges via In-Context Comparing and Knowledge InternalizationJuntuo Wang, Yuming Qiao, Yifan Yang, Lunxi Yuan, Liang Luo, Dan Meng 0001. 12957-12971 [doi]
• Generative Text-to-Image Retrieval via Hierarchical Identifiers and Semantic InternalizationJie Huang, Junjie Wang, Xin Liao, Ziyou Jiang, Wenshuo Wang, Shoubin Li, Qing Wang. 12972-12986 [doi]
• Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented DialogueYangyang Zhao, Linfan Dai, Li Cai, Bowen Xing, Libo Qin 0001. 12987-13003 [doi]
• Retrieve Only Relevant Tables Whether Few or Many: Adaptive Table Retrieval MethodTaehee Kim, Seungbin Yang, Jihwan Kim, Jaegul Choo. 13031-13054 [doi]
• Code-Switching Information Retrieval: Benchmarks, Analysis, and the Limits of Current RetrieversQingcheng Zeng, Yuheng Lu, Zeqi Zhou, Heli Qi, Puxuan Yu, Fuheng Zhao, Hitomi Yanaka, Weihao Xuan, Naoto Yokoya. 13055-13071 [doi]
• WebUncertainty: Dual-Level Uncertainty Driven Planning and Reasoning For Autonomous Web AgentLingFeng Zhang, Yongan Sun, Jinpeng Hu, Hui Ma, Ying Yang, Kuien Liu, Zenglin Shi, Meng Wang 0001. 13072-13082 [doi]
• CogNet-KG: Empowering Tutoring Dialogues with a Cognitively-Structured Knowledge Graph for STEM LearningDing Yu, Yu Lu, Tengju Li, Shasha Xiong, Shengquan Yu. 13101-13121 [doi]
• From 128K to 4M: Efficient Training of Ultra-Long Context Large Language ModelsChejian Xu, Wei Ping, Peng Xu 0008, Zihan Liu 0001, Boxin Wang, Mohammad Shoeybi, Bo Li 0026, Bryan Catanzaro. 13122-13133 [doi]
• A Few Bad Apples Spoil the Bunch: Preventing Global Entropy Collapse Driven by a Small Set of Tokens in LLM ReasoningJaeeun Jang, Hansle Lee, Sangmin Kim. 13134-13154 [doi]
• Efficient Training for Cross-lingual Speech Language ModelsYan Zhou, Qingkai Fang, Yun Hong, Yang Feng 0004. 13155-13167 [doi]
• Empirical Analysis of Task Mixture Effects in Small-scale Instruction Tuning: A Statistical ApproachJeesu Jung, Sangkeun Jung. 13168-13186 [doi]
• ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task DecompositionYujie Liu, Zonglin Yang 0001, Tong Xie, Jinjie Ni, Ben Gao, Yuqiang Li, Shixiang Tang, Wanli Ouyang, Erik Cambria, Dongzhan Zhou. 13187-13207 [doi]
• GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model RecommendationLin Mu 0001, Guoji Wang, Li Ni 0001, Lei Sang 0001, Zhize Wu, Peiquan Jin, Yiwen Zhang 0001. 13208-13218 [doi]
• Spotlight and Shadow: Attention-Guided Dual-Anchor Introspective Decoding for MLLM Hallucination MitigationYebo Wu, Han Jin, Zhijiang Guo, Li Li 0064. 13219-13233 [doi]
• StreamMeCo: Long-Term Agent Memory Compression for Efficient Streaming Video UnderstandingJunxi Wang 0001, Te Sun, Jiayi Zhu, Junxian Li, Haowen Xu, Zichen Wen, Xuming Hu, Zhiyu Li, Linfeng Zhang. 13234-13251 [doi]
• Reflective RAG: Self-Evaluation Driven Strategy Optimization in Agentic Retrieval-Augmented GenerationHaiyan Wu, Chenchen Wang, Chaoqun Sun, Chengxiong Lu, Yanhong Chen, Zhiqiang Zhang 0010, Xiaoqing Feng. 13252-13267 [doi]
• Polynomial Expansion Rank Adaptation: Enhancing Low-Rank Fine-Tuning with High-Order InteractionsWenhao Zhang, Lin Mu 0001, Li Ni 0001, Peiquan Jin, Yiwen Zhang 0001. 13287-13303 [doi]
• Efficient Test-Time Scaling via Temporal Reasoning AggregationJiakun Li, Xingwei He 0008, Kefan Li, Hongzheng Chai, Hongyue Yu, Yuan Yuan. 13304-13318 [doi]
• A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging TrendsYihao Ding, Siwen Luo, Yue Dai, Yanbei Jiang, Zechuan Li, Qiang Sun 0006, Geoffrey Martin, Wei Liu 0006, Yifan Peng 0002. 13319-13340 [doi]
• Detecting Sensitive Personal Information in Japanese Pre-Training Corpora for Large Language ModelsRei Minamoto, Yusuke Oda, Daisuke Kawahara. 13341-13354 [doi]
• TrajGuard: Streaming Hidden-state Trajectory Detection for Decoding-time Jailbreak DefenseCheng Liu, Xiaolei Liu, Xingyu Li, Bangzhou Xin, Kangyi Ding. 13371-13388 [doi]
• DeepPrune: Parallel Scaling without Inter-trace RedundancyShangqing Tu, Yaxuan Li, Yushi Bai, Lei Hou 0001, Juanzi Li. 13389-13403 [doi]
• Contrastive Decoding Mitigates Score Range Bias in LLM-as-a-JudgeYoshinari Fujinuma. 13404-13418 [doi]
• ContextCheck: Sentence-Level Faithfulness Verification with Context-Aware DisambiguationYueqin Yin, Yaxi Li, Xin Liu, Xun Wang, Kaiqiang Song, Simin Ma, Shujian Liu, Sathish Reddy Indurthi, Haoyun Deng 0002, Pengcheng He, Mingyuan Zhou, Song Wang. 13419-13468 [doi]
• MAST: A Multi-View Alignment Strategy for Optimal Transport-Based Contrastive Clustering of Short TextZijian Zheng 0001, Yonghe Lu. 13483-13500 [doi]
• You Only Need One Single Token to Refine Safety AlignmentWenqian Yu 0001, Shuo Chen, Zhijiang Li, Zhipeng Wang, Jindong Gu. 13529-13545 [doi]
• CrisPrune: Combining Contextual Relevance and Intrinsic Saliency for Efficient Visual Token Pruning in MLLMsZiniu Liu, Shuheng Zhou 0001, Mingqing Liu 0002, Hao Deng 0002, Huijia Zhu. 13546-13564 [doi]
• Beyond Topology: Generative Node Importance Estimation via Structure-Guided Semantic ReasoningKuofei Fang, Siyan Wu, Yu Guo, Bin Wu. 13565-13584 [doi]
• AGTAO: Robust and Stabilized LLM Unlearning via Adversarial Gating Training with Adaptive OrthogonalityPengyu Li, Lingling Zhang, Zhitao Gao 0003, Yanrui Wu, Yuxuan Dong, Huan Liu 0012, Bifan Wei, Jun Liu 0002. 13585-13600 [doi]