WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution
Paper • 2610.18067 • Published • 31
Esther C. Devries
Estherdevana
AI & ML interests
NLP researcher, occasional Kaggle competitor
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The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation
Paper • 2609.36484 • Published • 168
Does Learning Protein Folding Generalize to Broader Reasoning?
Paper • 2609.38879 • Published • 39
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents
Paper • 2609.39102 • Published • 150
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