Model-Based Proactive Cost Generation for Learning Safe Policies Offline with Limited Violation Data

Ruiqi Xue, Lei Yuan, Kainuo Cheng +2

Learning constraint-satisfying policies from offline data without risky online interaction is crucial for safety-critical decision making. Conventional methods typically learn cost…