Pareto-efficient Acquisition Functions for Cost-Aware Bayesian Optimization

Gauthier Guinet, Valerio Perrone, Cédric Archambeau

Bayesian optimization (BO) is a popular method to optimize expensive black-box functions. It efficiently tunes machine learning algorithms under the implicit assumption that hyperp…