General Policy Evaluation and Improvement by Learning to Identify Few But Crucial States

Francesco Faccio, Aditya Ramesh, Vincent Herrmann +2

Learning to evaluate and improve policies is a core problem of Reinforcement Learning (RL). Traditional RL algorithms learn a value function defined for a single policy. A recently…