Batch Policy Learning under Constraints

Hoang Minh Le, Cameron Voloshin, Yisong Yue

Abstract: When learning policies for real-world domains, two important questions arise: (i) how to efficiently use pre-collected off-policy, non-optimal behavior data; and (ii) how to mediate among different...