The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published 17 days ago • 163
Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems Paper • 2606.18837 • Published 28 days ago • 57
Crafter: A Multi-Agent Harness for Editable Scientific Figure Generation from Diverse Inputs Paper • 2605.30611 • Published May 28 • 250
WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces Paper • 2606.09426 • Published Jun 8 • 105
Retrospective Harness Optimization: Improving LLM Agents via Self-Preference over Trajectory Rollouts Paper • 2606.05922 • Published Jun 4 • 70
Agent Skills Should Go Beyond Text: The Case for Visual Skills Paper • 2606.01414 • Published May 31 • 10
The Flip Side of RLHF: On-Policy Feedback for Reward Model Self-Supervised Improvement Paper • 2605.30888 • Published May 29 • 10