Bayesian Algorithm Execution: Estimating Computable Properties of
         Black-box Functions Using Mutual Information

               Willie Neiswanger 1 Ke Alexander Wang 1 Stefano Ermon 1

            Abstract                tackled by Bayesian optimization methods (Shahriari et al.,
   In many real world problems, we want to infer       2015; Frazier, 2018), but it also encompasses many addi-
   some property of an expensive black-box function      tional problems. For example, in materials ...