Notes on the Behavior of MC Dropout

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Notes on the Behavior of MC Dropout

6 August 2020

Francesco Verdoja

Ville Kyrki

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Papers citing "Notes on the Behavior of MC Dropout"

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Title
Combining Bayesian Inference and Reinforcement Learning for Agent Decision Making: A Review Chengmin Zhou Ville Kyrki Pasi Fränti Laura Ruotsalainen BDL AI4CE 119 0 0 12 May 2025
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Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach Mathieu Cocheteux Julien Moreau Franck Davoine 138 2 0 12 Jan 2025
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification Shrihan Agarwal A. Ćiprijanović Brian D. Nord OOD 81 1 0 08 Jan 2025
Bayesian neural networks for predicting uncertainty in full-field material response G. Pasparakis Lori Graham-Brady Michael D. Shields AI4CE 86 4 0 21 Jun 2024
Uncertainty Quantification for Deep Learning Peter Jan van Leeuwen J. C. Chiu C. Yang UQCV BDL 27 0 0 31 May 2024
Active Learning with Fully Bayesian Neural Networks for Discontinuous and Nonstationary Data Maxim Ziatdinov AI4CE 73 4 0 16 May 2024
Thermal Earth Model for the Conterminous United States Using an Interpolative Physics-Informed Graph Neural Network (InterPIGNN) M. Aljubran Roland N. Horne AI4CE 83 10 0 15 Mar 2024
Amortised Inference in Bayesian Neural Networks Tommy Rochussen UQCV BDL 71 0 0 06 Sep 2023
Uncertainty Aware Deep Learning Model for Secure and Trustworthy Channel Estimation in 5G Networks Ferhat Ozgur Catak Marc Brittain Murat Kuzlu Christine Serres UQCV 47 1 0 04 May 2023
B-BACN: Bayesian Boundary-Aware Convolutional Network for Crack Characterization R. Rathnakumar Yutian Pang Yongming Liu 67 8 0 14 Feb 2023
Propagating Variational Model Uncertainty for Bioacoustic Call Label Smoothing Georgios Rizos J. Lawson Simon Mitchell Pranay Shah Xin Wen Cristina Banks‐Leite R. Ewers Bjoern W. Schuller UQCV 57 2 0 19 Oct 2022
What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization Hao Sun B. V. Breugel Jonathan Crabbé Nabeel Seedat M. Schaar 85 4 0 11 Jul 2022
Embedded Ensembles: Infinite Width Limit and Operating Regimes Maksim Velikanov Roma Kail Ivan Anokhin Roman Vashurin Maxim Panov Alexey Zaytsev Dmitry Yarotsky 47 1 0 24 Feb 2022
Uncertainty-Aware Machine Translation Evaluation T. Glushkova Chrysoula Zerva Ricardo Rei André F.T. Martins UQLM 126 45 0 13 Sep 2021
RBUE: A ReLU-Based Uncertainty Estimation Method of Deep Neural Networks Yufeng Xia Jun Zhang Zhiqiang Gong Tingsong Jiang Wen Yao UQCV 56 1 0 15 Jul 2021
Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous Driving Ferhat Ozgur Catak T. Yue Shaukat Ali 76 22 0 11 Jul 2021