Jonas Ohnemus

Loss-aware distributionally robust optimization via trainable optimal transport ambiguity sets

Optimal-transport distributionally robust optimization (OT-DRO) robustifies data-driven decision-making under uncertainty by capturing the sampling-induced statistical error via optimal transport ambiguity sets. The standard OT-DRO pipeline consists of a two-step procedure, where the ambiguity set i…