Papers
Deep Research with Open-Domain Evaluation and Multi-Stage Guardrails for Safety
Wei-Chieh Huang, Henry Peng Zou, Yaozu Wu et al.
SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking
Weiyang Huang, Xuefeng Bai, Kehai Chen et al.
LEAF: Knowledge Distillation of Text Embedding Models with Teacher-Aligned Representations
Robin Vujanic, Thomas Rückstieß
EdgeFormer: Latency-Aware Collaborative Multi-Head Attention of Transformer Inference in Edge Networks
Yiming Yao, Jianwei Niu, Bin Dai et al.
Simple Agents, Biased Judges: Efficient Multi-Party Dialogue Generation & The Evaluation Gap
Kunal Samanta, Faisal Tareque Shohan, Amine Trabelsi et al.
SiLP: Enhancing Non-Dominant Language Capabilities with a Selective Bidirectional Language Projection Framework
Junpeng Liu, Jiuyi Li, Kaiyu Huang et al.
ViLL-E: Video LLM Embeddings for Retrieval
Rohit Gupta, Jayakrishnan Unnikrishnan, Fan Fei et al.
Do Morals Guide How LLMs Think? The Role of Ethical Perspectives in General Problem Solving
Iseo Kim, Eunjin Hong, Juae Kim
C-World: A Computer Use Agent Environment Creator
Ziqiao Xi, Shuang Liang, Qi Liu et al.
Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts
Sijia Luo, Xiaokang Zhang, Yuxuan Hu et al.
HeteroCache: A Dynamic Retrieval Approach to Heterogeneous KV Cache Compression for Long-Context LLM Inference
Zhiyuan Shi, Qibo Qiu, Xuefeng et al.
When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection
Lang Gao, Xuhui Li, Chenxi Wang et al.
Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perception
Zhen Wan, Chao-Han Huck Yang, Jinchuan Tian et al.
Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models
Wenxuan Wang, Zizhan Ma, Guo Yu et al.
Explain the Synth: Interpretable Evaluation of LLM Data Synthesis
Yue Yang, Fan Yang, Yu Bai et al.
RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization
Yihong Dong, Xue Jiang, Yongding Tao et al.
How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation
Junjie Liao, Huacong Tang, Zhou Ziheng et al.
Credal Concept Bottleneck Models for Epistemic–Aleatoric Uncertainty Decomposition
Tanmoy Mukherjee, Thomas Bailleux, Pierre Marquis et al.
AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse
Jie Ou, Jinyu Guo, Shiyao Guo et al.
Thinking Alignment of Scenario-Oriented User Simulation
Xiaoting Wu, Yi Huang, Chunyang Gao et al.
AutoRAN: Automated Hijacking of Safety Reasoning in Large Reasoning Models
Jiacheng Liang, Tanqiu Jiang, Yuhui Wang et al.
Value of Information: A Framework for Human–Agent Communication
Yijiang River Dong, Tiancheng Hu, Zheng Hui et al.
Reasoning Traces Shape Outputs but Models Won’t Say So
Yijie Hao, Lingjie Chen, Ali Emami et al.