On Improved Regret Bounds In Bayesian Optimization with Gaussian Noise

Jingyi Wang, Haowei Wang, Cosmin G. Petra +1

Bayesian optimization (BO) with Gaussian process (GP) surrogate models is a powerful black-box optimization method. Acquisition functions are a critical part of a BO algorithm as t…