Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach

Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa

We study the novel problem of blackbox optimization of multiple objectives via multi-fidelity function evaluations that vary in the amount of resources consumed and their accuracy.…