Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior

Zi Wang, Beomjoon Kim, Leslie Pack Kaelbling

Bayesian optimization usually assumes that a Bayesian prior is given. However, the strong theoretical guarantees in Bayesian optimization are often regrettably compromised in pract…