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 trea…