Estimating Regression Predictive Distributions with Sample Networks

Estimating Regression Predictive Distributions with Sample Networks

24 November 2022

Ali Harakeh

Jordan S. K. Hu

Steven L. Waslander

Papers citing "Estimating Regression Predictive Distributions with Sample Networks"

6 / 6 papers shown

Title
Cooperative Bayesian and variance networks disentangle aleatoric and epistemic uncertainties Jiaxiang Yi Miguel A. Bessa UD PER UQCV 46 0 0 05 May 2025
Probabilistic Neural Networks (PNNs) for Modeling Aleatoric Uncertainty in Scientific Machine Learning Farhad Pourkamali-Anaraki Jamal F. Husseini Scott E. Stapleton UD 48 2 0 21 Feb 2024
ProPanDL: A Modular Architecture for Uncertainty-Aware Panoptic Segmentation Jacob Deery Chang Won Lee Steven Waslander 23 2 0 17 Apr 2023
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series Patrick Ebel Vivien Sainte Fare Garnot M. Schmitt Jan Dirk Wegner Xiao Xiang Zhu 20 32 0 11 Apr 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015