More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning Paper • 2610.19789 • Published 28 days ago • 43
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents Paper • 2609.39102 • Published Sep 30 • 150