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Decision-Aligned Evaluation of Uncertainty Quantification

cs.LG · 2026-06-25 · unverdicted · novelty 6.0

Introduces decision-alignment to evaluate uncertainty metrics against downstream decision utilities and proposes prior-weighted proper scoring rules that align better in benchmarks and case studies.

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  • Decision-Aligned Evaluation of Uncertainty Quantification cs.LG · 2026-06-25 · unverdicted · none · ref 67

    Introduces decision-alignment to evaluate uncertainty metrics against downstream decision utilities and proposes prior-weighted proper scoring rules that align better in benchmarks and case studies.