Distributionally Robust Bayesian Optimization

Johannes Kirschner, Ilija Bogunovic, Stefanie Jegelka, Andreas Krause

Abstract: Robustness to distributional shift is one of the key challenges of contemporary machine learning. Attaining such robustness is the goal of distributionally robust optimization, which seeks a soluti...