• Robust solutions to BO. We may be uncertain about the measured/computed features of the NPMs and seek an optimum NPM that is robust to variations in its features. In robust BO, we account for the uncertainty in the inputs x when optimizing f (x) and seek flat as opposed to sharp optima .