Distill Where You Fail: Recovering Learning Signals of Negative RL-Groups from Adaptive Teacher Guidance Paper • 2608.00782 • Published 6 days ago • 14
GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks Paper • 2608.03764 • Published 3 days ago • 22
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning Paper • 2608.05139 • Published 2 days ago • 23
OneDayAgent: Towards a Long-Horizon Harness for Autonomous Agents Paper • 2608.05013 • Published 3 days ago • 29
Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes Paper • 2608.05000 • Published 2 days ago • 49
ChronoVision: Temporal Reasoning via Latent State Reconstruction Paper • 2608.05631 • Published 1 day ago • 24
HarnessOpt-Bench: Evaluating LLMs at Harness Optimization Paper • 2608.06301 • Published 1 day ago • 17
Learning from Failures: Retrieval-Centric CoT via Hard Negatives for Unified Multimodal Retrieval Paper • 2608.06060 • Published 1 day ago • 25
AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks? Paper • 2608.00155 • Published 7 days ago • 12
SWE-Touch: Benchmarking Coding Agents When Users Touch the Code Paper • 2608.02499 • Published 4 days ago • 24
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs Paper • 2608.01755 • Published 4 days ago • 139
Progressive Agent Skill Generation via Reinforcement Learning Paper • 2608.01678 • Published 4 days ago • 58
ExplainBench: Evaluating Code Explanations from Agents Paper • 2607.26451 • Published 9 days ago • 12
SkillJack: Persistent Skill Backdoors in Self-Evolving Agents Paper • 2608.03509 • Published 3 days ago • 20
PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents Paper • 2608.04003 • Published 3 days ago • 28
PCSD: Persistent Consistency for Self-Distillation in Agentic Reinforcement Learning Paper • 2608.01837 • Published 4 days ago • 37