Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay Paper • 2610.27954 • Published 16 days ago • 32
Surprising Success, Repeated Failure: Entropy-Guided Credit Assignment for Exploration in LLM Reasoning Paper • 2609.33781 • Published Sep 27 • 34
Knowing When Thinking Is Not Enough: Teaching Small Reasoning Models to Reason Beyond Their Parametric Knowledge Paper • 2609.34327 • Published Sep 28 • 40
Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory Paper • 2608.07169 • Published Aug 7 • 46
ENPIRE: Agentic Robot Policy Self-Improvement in the Real World Paper • 2606.19980 • Published Jun 18 • 17
Qwen-VLA: Unifying Vision-Language-Action Modeling across Tasks, Environments, and Robot Embodiments Paper • 2605.30280 • Published May 28 • 145
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources Paper • 2605.29250 • Published May 28 • 78
Learn from Weaknesses: Automated Domain Specialization for Small Computer-Use Agents Paper • 2605.28775 • Published May 27 • 35
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Paper • 2605.28774 • Published May 27 • 90
It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMs Paper • 2605.20258 • Published May 18 • 30
Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR Paper • 2605.15726 • Published May 15 • 36
Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents Paper • 2604.14004 • Published Apr 15 • 30
T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search Paper • 2603.22341 • Published Mar 21 • 37
GigaWorld-Policy: An Efficient Action-Centered World--Action Model Paper • 2603.17240 • Published Mar 18 • 28
MosaicMem: Hybrid Spatial Memory for Controllable Video World Models Paper • 2603.17117 • Published Mar 17 • 89