Gray-Box Optimization using Optimism in the Face of Uncertainty

Katrin Baumgärtner, Léo Simpson, Moritz Diehl

This paper considers sequential gray-box optimization where the objective function is given as the composition of a loss function and a parametric model. Crucially, the parameters…