Robust Bayesian Optimization via Localized Online Conformal Prediction

Dongwon Kim, Matteo Zecchin, Sangwoo Park +2

Bayesian optimization (BO) is a sequential approach for optimizing black-box objective functions using zeroth-order noisy observations. In BO, Gaussian processes (GPs) are employed…