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upvoted a paper 11 days ago

More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning

Paper • 2610.19789 • Published 13 days ago • 61

upvoted 2 papers 25 days ago

False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents

Paper • 2609.39102 • Published 27 days ago • 235

The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation

Paper • 2609.36484 • Published 28 days ago • 208

upvoted a paper 30 days ago

Your Transformer Can Hold Two Thoughts at Once: Evidence of Linear Superposition in LLMs

Paper • 2609.29845 • Published Sep 24 • 105