Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning

Nathan Kallus, Angela Zhou

Off-policy evaluation of sequential decision policies from observational data is necessary in applications of batch reinforcement learning such as education and healthcare. In such…