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Epistemic Uncertainty Is Not the Reducible Kind

stat.ML · 2026-06-10 · unverdicted · novelty 6.0

The mutual-information measure of epistemic uncertainty is not reducible by additional data, requiring a split into aleatoric, sample-reducible epistemic, and mechanism-reducible epistemic uncertainty.

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  • Epistemic Uncertainty Is Not the Reducible Kind stat.ML · 2026-06-10 · unverdicted · none · ref 10

    The mutual-information measure of epistemic uncertainty is not reducible by additional data, requiring a split into aleatoric, sample-reducible epistemic, and mechanism-reducible epistemic uncertainty.