multilevel Monte Carlo

Accelerating look-ahead in Bayesian optimization: Multilevel Monte Carlo is all you need

We propose a multilevel Monte Carlo approach for accelerating look-ahead strategies in Bayesian optimization. Look-ahead acquisition functions, which consider multiple future evaluations, can significantly improve optimization performance but are …