Addressing Failure Prediction by Learning Model Confidence

Addressing Failure Prediction by Learning Model Confidence

1 October 2019

Charles Corbière

Papers citing "Addressing Failure Prediction by Learning Model Confidence"

10 / 60 papers shown

Title
Confidence Estimation via Auxiliary Models Charles Corbière Nicolas Thome A. Saporta Tuan-Hung Vu Matthieu Cord P. Pérez TPM 29 47 0 11 Dec 2020
PEP: Parameter Ensembling by Perturbation Alireza Mehrtash Purang Abolmaesumi Polina Golland Tina Kapur Demian Wassermann W. Wells 25 10 0 24 Oct 2020
Failure Prediction by Confidence Estimation of Uncertainty-Aware Dirichlet Networks Theodoros Tsiligkaridis UQCV 22 7 0 19 Oct 2020
Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Vincent Le Guen Nicolas Thome AI4TS 18 26 0 14 Oct 2020
Solving Long-tailed Recognition with Deep Realistic Taxonomic Classifier Tz-Ying Wu Pedro Morgado Pei Wang Chih-Hui Ho Nuno Vasconcelos 13 45 0 20 Jul 2020
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction Zhenxi Zhang Chunna Tian Jiajian Li Zhusi Zhong Zhicheng Jiao Xinbo Gao MedIm 22 9 0 25 Jun 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 91 289 0 03 Mar 2020
TRADI: Tracking deep neural network weight distributions for uncertainty estimation Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV 26 51 0 24 Dec 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015