Derek Turner

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upvoted 2 papers 4 days ago

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

Paper • 2609.39102 • Published 15 days ago • 662

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

Paper • 2609.36484 • Published 16 days ago • 561

upvoted 3 papers 5 days ago

CheckerBench: Can Long-Horizon Agents Synthesize Static-Analysis Checkers?

Paper • 2610.07557 • Published 9 days ago • 75

Learn2Play Bench: How Well Do LLM Agents Learn from Experience in Unfamiliar Environments?

Paper • 2610.08215 • Published 7 days ago • 154

STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization

Paper • 2609.38169 • Published 16 days ago • 131