Improving reinforcement learning algorithms: towards optimal learning rate policies

Othmane Mounjid, Charles-Albert Lehalle

This paper investigates to what extent one can improve reinforcement learning algorithms. Our study is split in three parts. First, our analysis shows that the classical asymptotic…