2 papers
cs.LG2026
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…
cs.LG2025
Evaluating Weather Forecasts from a Decision Maker's Perspective
Kornelius Raeth, Nicole Ludwig
Standard weather forecast evaluations focus on the forecaster's perspective and on a statistical assessment comparing forecasts and observations. In practice, however, forecasts ar…