Optimal-PhiBE: A PDE-based Model-free framework for Continuous-time Reinforcement Learning

Yuhua Zhu, Yuming Zhang, Haoyu Zhang

This paper addresses continuous-time reinforcement learning (CTRL) where the system dynamics are governed by an unknown stochastic differential equation, and only discrete-time obs…