Reference

Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions, Bertrand Charpentier, Oliver Borchert, Daniel Zügner, Simon Geisler, Stephan Günnemann. (2022)

Abstract

Uncertainty awareness is crucial to develop reliable machine learning models. In this work, we propose the Natural Posterior Network (NatPN) for fast and high-quality uncertainty estimation for any...