Understanding Pathologies of Deep Heteroskedastic Regression

29 June 2023

Papers citing "Understanding Pathologies of Deep Heteroskedastic Regression"

5 / 5 papers shown

Title
Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression Megh Shukla Aziz Shameem Mathieu Salzmann Alexandre Alahi 44 1 0 14 Feb 2025
Identifying Drivers of Predictive Aleatoric Uncertainty Pascal Iversen Simon Witzke Katharina Baum Bernhard Y. Renard UD 62 2 0 12 Dec 2023
Why neural networks find simple solutions: the many regularizers of geometric complexity Benoit Dherin Michael Munn M. Rosca David Barrett 57 31 0 27 Sep 2022
Deep Classifiers with Label Noise Modeling and Distance Awareness Vincent Fortuin Mark Collier F. Wenzel J. Allingham J. Liu Dustin Tran Balaji Lakshminarayanan Jesse Berent Rodolphe Jenatton E. Kokiopoulou UQCV 34 11 0 06 Oct 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016