Goal-Oriented Lower-Tail Calibration of Gaussian Processes for Bayesian Optimization

Aurélien Pion, Emmanuel Vazquez

Gaussian process (GP) predictive distributions are commonly used in Bayesian optimization (BO) to guide the selection of evaluation points for expensive objective functions. The ch…