Gavin Brown

works on

aleatoric uncertainty 1 epistemic uncertainty 1 learning theory 1 subjective risk 1 uncertainty quantification 1

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stat.ML2026

Subjective Risk Decomposition: A New View for Uncertainty Quantification

Raghad Alamri, Michele Caprio, Gavin Brown

The paper introduces a framework that derives epistemic and aleatoric uncertainty measures by decomposing a subjective risk defined via a strictly proper loss, unifying many existi…