Best-Arm Identification-Based Trust Region Selection for Bayesian Optimization on Multimodal Functions

Nobuo Namura, Sho Takemori

Gaussian process-based Bayesian optimization (BO) is a popular approach for expensive black-box optimization, but its performance often degrades on complex multimodal or high-dimen…