Papers
To Judge or Not to Judge: Can Large Language Models Leverage the Dispute Focus in Legal Judgment?
Luoming Hu, Liang Yang, Jingjie Zeng et al.
Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs
Xiaoyang Yi, Jing Chen, Li Peng et al.
Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks
Miaomiao Li, Hao Chen, Yang Wang et al.
Explainable and Fine-Grained Safeguarding of LLM Multi-Agent Systems via Bi-Level Graph Anomaly Detection
Junjun Pan, Yixin Liu, Rui Miao et al.
Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning
Yuhang Wu, Xiangqing Shen, Fanfan Wang et al.
Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline
Jingchun Lian, Lingyu Liu, Yaxiong Wang et al.
Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning
Xin Guan, Zijian Li, Shen Huang et al.
MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement
ZhenChun Xu, Yi Cai, Dajun Zheng et al.
Understanding Emergent Misalignment via Feature Superposition Geometry
Gouki Minegishi, Hiroki Furuta, Takeshi Kojima et al.
Segment, Embed, and Align: A Universal Recipe for Aligning Subtitles to Signing
Zifan Jiang, Youngjoon Jang, Liliane Momeni et al.
Translation with Thought: Difficulty-Adaptive Reasoning via Reinforcement Learning for Multi-Domain Machine Translation
Yongshi Ye, Biao Fu, Chongxuan Huang et al.
End-to-End Optimization of LLM-Driven Multi-Agent Search Systems via Heterogeneous-Group-Based Reinforcement Learning
Guanzhong Chen, Shaoxiong Yang, Chao Li et al.
Compressing LLM Knowledge into Graph Representations for Text-attributed Graphs Learning
Runhuai Chen, Dian Shen, Dandan Zhang et al.
Beyond Explicit Refusals: Soft-Failure Attacks on Retrieval-Augmented Generation
Wentao Zhang, Yan Zhuang, ZhuHang Zheng et al.
Towards Interpretable Tabular Reasoning: Enhancing LLM Reasoning on Tabular Data with Pre-Constructed Logic Graph
Lirong Gao, Zewei Yu, Zhongrui Yin et al.
PersonalityDBench: A Dataset for Personality Disorders - from Modeling to Controlled Generation
Federico Ravenda, Seyed Ali Bahrainian, Daniele Montagnani et al.
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions
Tingyu Wu, Zhisheng Chen, Ziyan Weng et al.
Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models
Chao Xue, Yao Wang, Mengqiao Liu et al.
Beyond Atomic Characters: Glyph-Aware Sub-character Alignment for Low-Resource Multilingual OCR
Mengxiao Zhu, Haixu Chen, Jiu Sha et al.
From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment
Jia-Nan Li, Jian Guan, Songhao Wu et al.
Controllable Contamination Detection for Reliable LLM Evaluation with Statistical Guarantees
Zheng Zhang, Qi Liu, Siyuan Liang et al.
Communicating in Emergent Language with an Induced Morphological Phrasebook
Brendon Boldt, David R. Mortensen
Reusable Experiences: Latent Routing and Modular Composition in LLMs
Shuai Ling, Lizi Liao, Dongmei Jiang et al.
AgentSlimming: Towards Efficient and Cost-Aware Multi-Agent Systems
Yulang Chen, Haoxuan Peng, Jinyan Liu et al.
Think Better, Not Longer: Token-Level Marginal Utility for Efficient Reasoning in Large Reasoning Models
Jiawei Li, Yang Gao, Huashan Sun et al.