EXPObench: Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions

Laurens Bliek, Arthur Guijt, Rickard Karlsson +2

Surrogate algorithms such as Bayesian optimisation are especially designed for black-box optimisation problems with expensive objectives, such as hyperparameter tuning or simulatio…