no code implementations • 25 Aug 2023 • Lucas Berry, David Meger
This work introduces an efficient novel approach for epistemic uncertainty estimation for ensemble models for regression tasks using pairwise-distance estimators (PaiDEs).
1 code implementation • 2 Feb 2023 • Lucas Berry, David Meger
In this work, we demonstrate how to reliably estimate epistemic uncertainty while maintaining the flexibility needed to capture complicated aleatoric distributions.