Implicit Updates for Average-Reward Temporal Difference Learning

Hwanwoo Kim, Dongkyu Derek Cho, Eric Laber

Temporal difference (TD) learning is a cornerstone of reinforcement learning. In the average-reward setting, standard TD($\hat{I}»$) is highly sensitive to the choice of step-size and th…