Papers
RISK: A Framework for GUI Agents in E-commerce Risk Management
Renqi Chen, Zeyin Tao, Jianming Guo et al.
VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
Jingkun Ma, Runzhe Zhan, Yang Li et al.
Enhancing Reinforcement Learning for Radiology Report Generation with Evidence-aware Rewards and Self-correcting Preference Learning
Qin Zhou, Guoyan Liang, Qianyi Yang et al.
Frozen LLMs are Native Decoders for High-Norm Semantic Vectors
Yunsheng Zeng, Yongmei Tan
From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis
Zhi Zeng, Jiaying Wu, Minnan Luo et al.
R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling
Aijia Cheng, Kailong Wang, Ling Shi et al.
ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection
He Geng, Yangmin Huang, Lixian Lai et al.
IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation
Yinghao Tang, Xueding Liu, Boyuan Zhang et al.
Verbal-R3: Verbal Reranker as the Missing Bridge between Retrieval and Reasoning
Sangkwon Park, Donghun Kang, Jisoo Mok et al.
Action Boundary Blindness: When LLM Agents Cannot Tell Where One Action Ends and Another Begins
Zhangyi Wang, Bingnan Yu, Jiexiang Xu et al.
The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning
Renmiao Chen, Yida Lu, Shiyao Cui et al.
MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents
Dongming Jiang, Yi Li, Guanpeng Li et al.
ES4R: Speech Encoding Based on Prepositive Affective Modeling for Empathetic Response Generation
Zhuoyue Gao, Xiaohui Wang, Xiaocui Yang et al.
ARCHITECT: Uncertainty-Aware Dynamic Tool Learning via Causal Intervention for Open-World Agents
Zhangyi Wang, Jiexiang Xu, Bingnan Yu et al.
The Role of Mixed-Language Documents for Multilingual Large Language Model Pretraining
Jiandong Shao, Raphael Tang, Crystina Zhang et al.
Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems
Yilun Zhao, Jinbiao Wei, Tingyu Song et al.
Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models
Yinan Liu, Dongying Lin, Sigang Luo et al.
PaT: Planning-after-Trial for Efficient Test-Time Code Generation
Youngsik Yoon, Sungjae Lee, Seockbean Song et al.
SSG: Logit-Balanced Vocabulary Partitioning for LLM Watermarking
Chenxi Gu, Xiaoning Du, John C. Grundy
WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback
Taiwei Shi, Zhuoer Wang, Longqi Yang et al.
Towards Explainable Diagnosis: A Self-learned Explanatory Knowledge Base Approach
Dongqi Huang, Tong Zhou, Zhuoran Jin et al.
The Dominance of Text Space: Unveiling the Asymmetric Nature of Cross-Modal Alignment in Large Language Models
Linqing Chen, Hanmeng Zhong, Wentao Wu et al.
Reasoning Hijacking: The Fragility of Reasoning Alignment in Large Language Models
Yuansen Liu, Yixuan Tang, Anthony Kum Hoe Tung
Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio
Kaixiong Gong, Kaituo Feng, Bohao Li et al.
Mitigating Tokenization-Induced Distance Distortion in Long-Context Multilingual Machine Translation
Khotso Selialia, Antoine Nzeyimana, Fatima M. Anwar