Not Just How Much, But Where: Decomposing Epistemic Uncertainty into Per-Class Contributions

Mame Diarra Toure, David A. Stephens

In safety-critical classification, the cost of failure is often asymmetric, yet Bayesian deep learning summarises epistemic uncertainty with a single scalar, mutual information (MI…