Unleashing the Potential of Acquisition Functions in High-Dimensional Bayesian Optimization

Jiayu Zhao, Renyu Yang, Shenghao Qiu +1

Bayesian optimization (BO) is widely used to optimize expensive-to-evaluate black-box functions.BO first builds a surrogate model to represent the objective function and assesses i…