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

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

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…