2023
Are Random Decompositions all we need in High Dimensional Bayesian Optimisation?
ICML 2023poster
Learning decompositions of expensive-to-evaluate black-box functions promises to scale Bayesian optimisation (BO) to high-dimensional problems. However, the success of these techniques depends on finding proper decompositions that accurately represent the black-box. While previous works learn those…