arxivcs.LGcs.AI2026-07-06
Safe Bayesian Optimization with Counterfactual Policies
Katherine Avery, Bruno Castro da Silva, David Jensen
In many decision-making settings, new interventions are acceptable only if they do not reduce outcomes below some established threshold. For example, in clinical medicine, new treatments are often acceptable only if they do not worsen outcomes relative to an established standard…