A Stochastic Maximum Principle Approach for Reinforcement Learning with Parameterized Environment

Richard Archibald, Feng Bao, Jiongmin Yong

In this work, we introduce a stochastic maximum principle (SMP) approach for solving the reinforcement learning problem with the assumption that the unknowns in the environment can…