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Generative Adversarial Self-Imitation Learning.

arXiv: Learning, (2018)

Cited by: 17|Views31
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Abstract

This paper explores a simple regularizer for reinforcement learning by proposing Generative Adversarial Self-Imitation Learning (GASIL), which encourages the agent to imitate past good trajectories via generative adversarial imitation learning framework. Instead of directly maximizing rewards, GASIL focuses on reproducing past good trajec...More

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