Statistical Tractability of Off-policy Evaluation of History-dependent Policies in POMDPs

Yuheng Zhang, Nan Jiang

We investigate off-policy evaluation (OPE), a central and fundamental problem in reinforcement learning (RL), in the challenging setting of Partially Observable Markov Decision Pro…