Introducing an Improved Information-Theoretic Measure of Predictive
Uncertainty

Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty

14 November 2023

Kajetan Schweighofer

Mykyta Ielanskyi

Sepp Hochreiter

Papers citing "Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty"

11 / 11 papers shown

Title
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition Arthur Hoarau Benjamin Quost Sébastien Destercke Willem Waegeman UQCV UD PER 61 0 0 30 Jan 2025
Probabilistic Degeneracy Detection for Point-to-Plane Error Minimization Johan Hatleskog Kostas Alexis 3DPC 32 2 0 14 Oct 2024
Semantically Diverse Language Generation for Uncertainty Estimation in Language Models L. Aichberger Kajetan Schweighofer Mykyta Ielanskyi Sepp Hochreiter HILM 28 10 0 06 Jun 2024
Quantifying Aleatoric and Epistemic Uncertainty with Proper Scoring Rules Paul Hofman Yusuf Sale Eyke Hüllermeier UQCV UD PER 38 5 0 18 Apr 2024
Predictive Uncertainty Quantification via Risk Decompositions for Strictly Proper Scoring Rules Nikita Kotelevskii Maxim Panov PER UQCV UD 22 3 0 16 Feb 2024
Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods? Mira Jürgens Nis Meinert Viktor Bengs Eyke Hüllermeier Willem Waegeman UQCV UD PER EDL BDL 27 11 0 14 Feb 2024
Second-Order Uncertainty Quantification: A Distance-Based Approach Yusuf Sale Viktor Bengs Michele Caprio Eyke Hüllermeier PER UQCV UD 22 18 0 02 Dec 2023
Laplacian Segmentation Networks: Improved Epistemic Uncertainty from Spatial Aleatoric Uncertainty Kilian Zepf Selma Wanna M. Miani Juston Moore J. Frellsen Søren Hauberg Aasa Feragen Frederik Warburg UQCV 27 4 0 23 Mar 2023
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 60 171 0 08 Jul 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 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