HyperBO+: Pre-training a universal prior for Bayesian optimization with hierarchical Gaussian processes

Zhou Fan, Xinran Han, Zi Wang

Bayesian optimization (BO), while proved highly effective for many black-box function optimization tasks, requires practitioners to carefully select priors that well model their fu…