Frustratingly Easy Uncertainty Estimation for Distribution Shift

Frustratingly Easy Uncertainty Estimation for Distribution Shift

7 June 2021

Tiago Salvador

Vikram S. Voleti

Alexander Iannantuono

Adam M. Oberman

Papers citing "Frustratingly Easy Uncertainty Estimation for Distribution Shift"

4 / 4 papers shown

Title
IW-GAE: Importance Weighted Group Accuracy Estimation for Improved Calibration and Model Selection in Unsupervised Domain Adaptation Taejong Joo Diego Klabjan 48 1 0 16 Oct 2023
Improving model calibration with accuracy versus uncertainty optimization R. Krishnan Omesh Tickoo UQCV 190 157 0 14 Dec 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 278 5,695 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 289 9,167 0 06 Jun 2015