Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse

James Queeney, Ioannis Ch. Paschalidis, Christos G. Cassandras

We develop a new class of model-free deep reinforcement learning algorithms for data-driven, learning-based control. Our Generalized Policy Improvement algorithms combine the polic…