Policy Learning from Tutorial Books via Understanding, Rehearsing and Introspecting Xiong-Hui Chen

Neural Information Processing Systems 

However, current research for decision-making, like reinforcement learning (RL), has primarily required numerous real interactions with the target environment to learn a skill, while failing to utilize the existing knowledge already summarized in the text.

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