2024
Vanilla Bayesian Optimization Performs Great in High Dimensions
ICML 2024poster
High-dimensional optimization problems have long been considered the Achilles' heel of Bayesian optimization algorithms. Spurred by the curse of dimensionality, a large collection of algorithms aim to make BO more performant in this setting, commonly by imposing various simplifying assumptions on th…