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Decision-Aware Training for Sample-Based Generative Models

Raeth, Kornelius et al.
arXiv (All) · Papers
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machine-learning
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 energy score, which a
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