Model Selection for Average Reward RL with Application to Utility Maximization in Repeated Games

Alireza Masoumian, James R. Wright

In standard RL, a learner attempts to learn an optimal policy for a Markov Decision Process whose structure (e.g. state space) is known. In online model selection, a learner attemp…