Papers
ContextLens: Modeling Imperfect Privacy and Safety Context for Legal Compliance
Haoran Li, Yulin Chen, Huihao Jing et al.
What’s Left Unsaid? Detecting and Correcting Misleading Omissions in Multimodal News Previews
Fanxiao Li, Jiaying Wu, Tingchao Fu et al.
TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs
Ziyi Wang, Chen Zhang, Wenjun Peng et al.
LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
I-Fan Lin, Faegheh Hasibi, Suzan Verberne
SCOUT: Selective Coupling via Optimal Unbalanced Transport for Interpretable Text Classification
Junhao Jia, Hanwen Zheng, Yueyi Wu et al.
Annotating Dimensions of Social Perception in Text: A Sentence-Level Dataset of Warmth and Competence
Mutaz Ayesh, Saif M. Mohammad, Nedjma Ousidhoum
FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents
Chiwei Zhu, Benfeng Xu, Mingxuan Du et al.
UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents
Yifan Ji, Zhipeng Xu, Zhenghao Liu et al.
Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments
Hao Mi, Qiang Sheng, Shaofei Wang et al.
UniSpec: Training-Free Speculative Decoding for Robust LLM Acceleration Across Languages and Hardware
Truong Dinh Do, Nguyen-Khang Le, Le-Minh Nguyen
Unlocking the Potential of Diffusion Language Models through Template Infilling
Junhoo Lee, Seungyeon Kim, Nojun Kwak
From Insight to Action: A Novel Framework for Interpretability-Guided Data Selection in Large Language Models
Ling Shi, Xinwei Wu, Xiaohu Zhao et al.
CiteGuard: Faithful Citation Attribution for LLMs via Retrieval-Augmented Validation
Yee Man Choi, Xuehang Guo, Yi R. Fung et al.
ACE-Router: Generalizing History-Aware Routing from MCP Tools to the Agent Web
Zhiyuan Yao, Zishan Xu, Yifu Guo et al.
AutoTaskEval: Towards Domain-Specific and Fine-Grained Evaluation for LLMs
Qingqing Lyu, Linjuan Wu, Yongliang Shen et al.
Measuring Human Contribution in AI-Assisted Content Generation
Yueqi Xie, Tao Qi, Jingwei Yi et al.
MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments
Quyu Kong, Xu Zhang, Zhenyu Yang et al.
Structured Episodic Event Memory
Zhengxuan Lu, Dongfang Li, Yukun Shi et al.
OCP: Outlier-Centric Probing for Dynamic Structured Pruning of LLMs
Yang Ji, Ying Sun
Bridging the Sensory Gap: Visual Injection for Taxonomy Completion
Yuhang Niu, Hongyuan Xu, Ciyi Liu et al.
Editing the Moving World: Model Editing for Video LLMs
Qian Zhang, Xinye Li, Xiaokai Wu et al.
Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation
Tianjun Wei, Huizhong Guo, Yingpeng Du et al.
Heterogeneous Adaptive Policy Optimization: Tailoring Optimization to Every Token’s Nature
Zheng Liu, Mengjie Liu, Siwei Wen et al.
EXCEEDS: Extracting Complex Events via Nugget-based Grid Modeling in Scientific Domain
Yi-Fan Lu, Xian-Ling Mao, Bo Wang et al.
Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage
Jinwei Hu, Xinmiao Huang, Youcheng Sun et al.