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cs.LG 1

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2025 1

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CONDITIONAL 1

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A Unified Evaluation Framework for Epistemic Predictions

cs.LG · 2025-01-28 · conditional · novelty 6.0

A new metric E = KL distance to the nearest credal-set vertex plus λ times non-specificity ranks uncertainty-aware classifiers under a user-chosen accuracy-precision trade-off.

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  • A Unified Evaluation Framework for Epistemic Predictions cs.LG · 2025-01-28 · conditional · none · ref 4

    A new metric E = KL distance to the nearest credal-set vertex plus λ times non-specificity ranks uncertainty-aware classifiers under a user-chosen accuracy-precision trade-off.