LEV: Thinking Fast and Deep with Looped Decision Models Paper • 2610.20951 • Published 7 days ago • 547
The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Paper • 2609.36484 • Published 22 days ago • 549
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents Paper • 2609.39102 • Published 21 days ago • 644