Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents Paper • 2605.30723 • Published May 29 • 15
Not Every Token Is Worth Distilling: Selective Supervision for Direct-OPD Paper • 2609.29142 • Published 25 days ago • 6
OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models Paper • 2607.28609 • Published Jul 30 • 76
AgentCompass: A Unified Evaluation Infrastructure for Agent Capabilities Paper • 2607.13705 • Published Jul 15 • 40
When Tools Fail: Benchmarking Dynamic Replanning and Anomaly Recovery in LLM Agents Paper • 2606.05806 • Published Jun 4 • 26
Retrieval, Reward, and Training Protocols: What Matters in Training Search Agents? Paper • 2605.27881 • Published May 27 • 10
Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learning Paper • 2605.28424 • Published May 27 • 28