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Reinforcement learning with value advice

Daswani, Mayank; Sunehag, Peter; Hutter, Marcus


The problem we consider in this paper is reinforcement learning with value advice. In this setting, the agent is given limited access to an oracle that can tell it the expected return (value) of any state-action pair with respect to the optimal policy. The agent must use this value to learn an explicit policy that performs well in the environment. We provide an algorithm called RLAdvice, based on the imitation learning algorithm DAgger. We illustrate the ...[Show more]

CollectionsANU Research Publications
Date published: 2014-11
Type: Conference paper
Book Title: Proceedings of the 6th Asian Conference on Machine Learning


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