Pathwise Relaxed Optimal Control of Rough Differential Equations: Theoretical Groundwork for Reinforcement Learning in Non-Markovian Environments

This content establishes the theoretical foundation for defining differential systems modeling reinforcement learning in non-Markovian rough environments, focusing on optimal relaxed control of rough equations.