Learning Action Representations for Reinforcement Learning

Yash Chandak, Georgios Theocharous, James Kostas, Scott M. Jordan, Philip S. Thomas

Abstract: Most model-free reinforcement learning methods leverage state representations (embeddings) for generalization, but either ignore structure in the space of actions or assume the structure is provide...