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In this paper, we address the tradeoff between exploration and exploitation for agents which need to learn more about the structure of their environment in order to perform more effectively. For example, a robot may need to learn the most efficient routes between important sites in its environment. We compare on-line and off-line exploration for a repeated task, where the agent is given some particular...
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