Understanding High-Dimensional Bayesian Optimization

Leonard Papenmeier, Matthias Poloczek, Luigi Nardi

Recent work reported that simple Bayesian optimization (BO) methods perform well for high-dimensional real-world tasks, seemingly contradicting prior work and tribal knowledge. Thi…