Trajectory-Aware Best-Arm Identification for Local Search Allocation in Bayesian Optimization and Beyond

Bayesian optimization (BO) is effective for expensive black-box optimization, but its performance often degrades on multimodal or high-dimensional problems. A promising remedy is to run multiple local search processes, such as trust region--based BO, and allocate evaluations to those with high poten