Adaptive multi-fidelity optimization with fast learning rates

Côme Fiegel, Victor Gabillon, Michal Valko

Abstract: In multi-fidelity optimization, biased approximations of varying costs of the target function are available. This paper studies the problem of optimizing a locally smooth function with a limited bu...