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A macro-action is a typical series of useful actions that brings high expected rewards to an agent. Murata et al. have proposed an actor-critic model which can generate macro-actions automatically based on the information on state values and visiting frequency of states. However, their model has not assumed that generated macro-actions are utilized for leaning different tasks. In this paper, we extend...
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