Learning Unknown Constraints without Unsafe Data via Optimality and Counterfactual Regularization

Zhouyu Zhang, Chih-Yuan Chiu, Glen Chou

Learning from demonstrations (LfD) provides a framework for inferring unknown constraints from locally optimal, constraint-satisfying expert behavior. Existing approaches largely f…