Learn What Not to Learn: Action Elimination with Deep Reinforcement Learning

Tom Zahavy, Matan Haroush, Nadav Merlis, Daniel J. Mankowitz, Shie Mannor

Neural Information Processing Systems 

Deep RL(DRL) tackles the curse of dimensionality due to large state spaces by utilizing a Deep Neural Network (DNN) to approximate the value function and/or the policy.

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