Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification

Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification

23 May 2024

Keivan K1 Shariatmadar

Papers citing "Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification"

13 / 13 papers shown

Title
Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know Shireen Kudukkil Manchingal Fabio Cuzzolin 42 0 0 08 May 2025
Truthful Elicitation of Imprecise Forecasts Anurag Singh Siu Lun Chau Krikamol Muandet 50 0 0 20 Mar 2025
A Unified Evaluation Framework for Epistemic Predictions Shireen Kudukkil Manchingal Muhammad Mubashar Kaizheng Wang Fabio Cuzzolin UQCV 51 2 0 28 Jan 2025
Generalisation of Total Uncertainty in AI: A Theoretical Study Sari Masri AI4CE 31 0 0 01 Aug 2024
Credal Learning Theory Michele Caprio Maryam Sultana Eleni Elia Fabio Cuzzolin FedML 34 11 0 01 Feb 2024
Tractable Function-Space Variational Inference in Bayesian Neural Networks Tim G. J. Rudner Zonghao Chen Yee Whye Teh Y. Gal 52 39 0 28 Dec 2023
Benchmarking common uncertainty estimation methods with histopathological images under domain shift and label noise H. A. Mehrtens Alexander Kurz Tabea-Clara Bucher T. Brinker OOD UQCV 179 11 0 03 Jan 2023
Evaluating Adversarial Attacks on Driving Safety in Vision-Based Autonomous Vehicles Jindi Zhang Yang Lou Jianping Wang Kui Wu K. Lu Xiaohua Jia AAML 24 31 0 06 Aug 2021
Ensemble-based Uncertainty Quantification: Bayesian versus Credal Inference M. Shaker Eyke Hüllermeier UD UQCV PER BDL 217 16 0 21 Jul 2021
Fast Predictive Uncertainty for Classification with Bayesian Deep Networks Marius Hobbhahn Agustinus Kristiadi Philipp Hennig BDL UQCV 47 30 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 245 9,042 0 06 Jun 2015
MCMC using Hamiltonian dynamics Radford M. Neal 127 3,260 0 09 Jun 2012