GEM-FI: Gated Evidential Mixtures with Fisher Modulation

Marco Mustafa Mohammed, Fatemeh Daneshfar, Pietro Liò

Evidential Deep Learning (EDL) enables single-pass uncertainty estimation by predicting Dirichlet evidence, but it can remain overconfident and poorly calibrated, and it often fail…