arxivcs.LGstat.ML2026-07-01
Decision-Aware Training for Sample-Based Generative Models
Kornelius Raeth, Nicole Ludwig
Sample-based generative models are increasingly used for probabilistic forecasting in high-stakes decision settings, yet their training objectives are blind to the decision maker's cost structure. These models are commonly trained with strictly proper scoring rules, such as the e…