most citedThe Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

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cs.AI2025

Text-to-Decision Agent: Offline Meta-Reinforcement Learning from Natural Language Supervision

Shilin Zhang, Zican Hu, Wenhao Wu +7

Offline meta-RL usually tackles generalization by inferring task beliefs from high-quality samples or warmup explorations. The restricted form limits their generality and usability…