Incentivizing exploration in reinforcement learning with deep predictive models

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Incentivizing exploration in reinforcement learning with deep predictive models

Stadie, Bradly C., Sergey Levine, and Pieter Abbeel. "Incentivizing exploration in reinforcement learning with deep predictive models." arXiv preprint arXiv:1507.00814 (2015).

作者通过模拟(状态，动作)的不确定性，从而修改reward，帮助agent进行探索。作者说用了他们的方法不用进行随机探索。该方法比较通用，适用于多种RL模型，但是要训练auto-encoder，所以也稍微有点繁琐。

实用指数：3颗星

理论指数：1颗星

创新指数：4颗星

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