No-Regret Bayesian Optimization with Finite-Library Input-Warped Kernels

Edvin Ketabati Augustinsson, Robert A. Bridges

Gaussian-process Bayesian optimization (GP-BO) excels at black-box optimization of costly functions, e.g., hyperparameter optimization (HPO) and multi-agent system (MAS) design. Co…