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Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft

By Christian Scheller and others
Sample inefficiency of deep reinforcement learning methods is a major obstacle for their use in real-world applications. In this work, we show how human demonstrations can improve final performance of agents on the Minecraft minigame ObtainDiamond with only 8M frames of environment interaction. We propose a training procedure where policy... Show more
March 12, 2020
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Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft
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