Do you understand epistemic uncertainty? Think again! Rigorous frequentist epistemic uncertainty estimation in regression

17 March 2025

Papers citing "Do you understand epistemic uncertainty? Think again! Rigorous frequentist epistemic uncertainty estimation in regression"

7 / 7 papers shown

Title
Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks Bálint Mucsányi Michael Kirchhof Seong Joon Oh UQCV BDL OODD 551 31 1 29 Feb 2024
On Second-Order Scoring Rules for Epistemic Uncertainty Quantification Viktor Bengs Eyke Hüllermeier Willem Waegeman UQCV 284 26 0 30 Jan 2023
What Are Bayesian Neural Network Posteriors Really Like? Pavel Izmailov Sharad Vikram Matthew D. Hoffman A. Wilson UQCV BDL 74 387 0 29 Apr 2021
Evaluating and Calibrating Uncertainty Prediction in Regression Tasks Dan Levi Liran Gispan Niv Giladi Ethan Fetaya UQCV 89 145 0 28 May 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 842 5,841 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 856 9,353 0 06 Jun 2015
MCMC using Hamiltonian dynamics Radford M. Neal 292 3,282 0 09 Jun 2012