A Rigorous Link between Deep Ensembles and (Variational) Bayesian
Methods

A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods

24 May 2023

Sahra Ghalebikesabi

Dino Sejdinovic

Jeremias Knoblauch

Papers citing "A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods"

5 / 5 papers shown

Title
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 67 0 0 04 May 2025
Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep Learning Veit Wild Robert Hu Dino Sejdinovic BDL 45 11 0 12 May 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 2016
Simpler PAC-Bayesian Bounds for Hostile Data Pierre Alquier Benjamin Guedj 79 72 0 23 Oct 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,109 0 06 Jun 2015