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An Optimistic Perspective on Offline Deep Reinforcement Learning

ICML 2020 • Rishabh Agarwal • Dale Schuurmans • Mohammad Norouzi

Off-policy reinforcement learning (RL) using a fixed offline dataset of logged interactions is an important consideration in real world applications. This paper studies offline RL using the DQN replay dataset comprising the entire replay experience of a DQN agent on 60 Atari 2600 games... (read more)

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