Distributionally Robust Policy Evaluation and Learning in Offline Contextual Bandits

Nian Si, Fan Zhang, Zhengyuan Zhou, Jose H. Blanchet

Abstract: Policy learning using historical observational data is an important problem that has found widespread applications. However, existing literature rests on the crucial assumption that the future envi...