Papers
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.
OctoBench: Benchmarking Scaffold-Aware Instruction Following in Repository-Grounded Agentic Coding
Deming Ding, Shichun Liu, Enhui Yang et al.
What Does LLM Refinement Actually Improve? A Systematic Study on Document-Level Literary Translation
Shaomu Tan, Dawei Zhu, Ke Tran et al.
AfriqueLLM: How Data Mixing and Model Architecture Impact Continued Pre-training for African Languages
Hao Yu, Tianyi Xu, Michael A. Hedderich et al.
Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving
Xinyu Zhang, Yuchen Wan, Boxuan Zhang et al.
FinSight: Towards Real-World Financial Deep Research
Jiajie Jin, Yuyao Zhang, Yimeng Xu et al.
Modeling Human-Like Cognition for Stance Detection: Integrating Intuitive Judgment and Analytical Reasoning
Zhaodan Zhang, Jin Zhang, Jiafeng Guo et al.
FlexGuard: Continuous Risk Scoring for Strictness-Adaptive LLM Content Moderation
Zhihao Ding, Jinming Li, Ze Lu et al.
Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding
Beomsik Cho, Jaehyung Kim
TiKMiX: Efficient Semi-Dynamic Data Mixture via Data Influence for LLM Pre-training
Yifan Wang, Binbinliu, Fengze Liu et al.
LLM-VA: Resolving the Jailbreak-Overrefusal Trade-off via Vector Alignment
Haonan Zhang, Dongxia Wang, Yi Liu et al.