arxivcs.LGq-fin.CP2026-07-10
Learning Predictive Ambiguity Sets for Decision-Focused Distributionally Robust Optimization
Predict-then-optimize systems usually compress uncertainty into a point forecast and then solve a downstream optimization problem as if the forecast were reliable. Distributionally robust optimization (DRO) offers protection against misspecification, but the ambiguity set is ofte…