Proximal Reinforcement Learning: A New Theory of Sequential Decision Making in Primal-Dual Spaces

Sridhar Mahadevan, Bo Liu, Philip Thomas +5

In this paper, we set forth a new vision of reinforcement learning developed by us over the past few years, one that yields mathematically rigorous solutions to longstanding import…