Epistemic Deep Learning

Epistemic Deep Learning

15 June 2022

Shireen Kudukkil Manchingal

Papers citing "Epistemic Deep Learning"

12 / 12 papers shown

Title
Model Adaptation: Unsupervised Domain Adaptation without Source Data Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 210 488 0 26 Feb 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks Kaizheng Wang Keivan K1 Shariatmadar Shireen Kudukkil Manchingal Fabio Cuzzolin David Moens Hans Hallez UQCV BDL 230 13 0 28 Jan 2025
An evidential classifier based on Dempster-Shafer theory and deep learning Zheng Tong Philippe Xu Thierry Denoeux EDL 59 99 0 25 Mar 2021
Hands-on Bayesian Neural Networks -- a Tutorial for Deep Learning Users Laurent Valentin Jospin Wray Buntine F. Boussaïd Hamid Laga Bennamoun OOD BDL UQCV 79 627 0 14 Jul 2020
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 222 1,410 0 21 Oct 2019
Evidential Deep Learning to Quantify Classification Uncertainty Murat Sensoy Lance M. Kaplan M. Kandemir OOD UQCV EDL BDL 177 991 0 05 Jun 2018
Selective Classification for Deep Neural Networks Yonatan Geifman Ran El-Yaniv CVBM 92 526 0 23 May 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 352 4,704 0 15 Mar 2017
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 252 748 0 06 Jun 2015
Venn-Abers predictors V. Vovk Ivan Petej 60 79 0 31 Oct 2012
Cross-conformal predictors V. Vovk 511 202 0 03 Aug 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007