Enhancing Bayesian Optimization and Active Learning Through Kernel Diversity

Heng Zhang, Haotian Xiang, Konstantinos D. Polyzos +2

Hyperparameter selection remains a key challenge in Bayesian optimization (BO) and Bayesian active learning (AL), as model misspecification can lead to suboptimal performance, whil…