Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation

Sebastian Ament, Carla Gomes

Bayesian Optimization (BO) has shown great promise for the global optimization of functions that are expensive to evaluate, but despite many successes, standard approaches can stru…