Better Exploration with Optimistic Actor Critic

Kamil Ciosek, Quan Vuong, Robert Loftin, Katja Hofmann

Neural Information Processing Systems 

Actor-critic methods, a type of model-free Reinforcement Learning, have been successfully applied to challenging tasks in continuous control, often achieving state-of-the art performance.

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