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Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

5 December 2016

Balaji Lakshminarayanan

Alexander Pritzel

Papers citing "Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles"

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Title
Feature Space Particle Inference for Neural Network Ensembles Shingo Yashima Teppei Suzuki Kohta Ishikawa Ikuro Sato Rei Kawakami BDL 75 11 0 02 Jun 2022
Masked Bayesian Neural Networks : Computation and Optimality Insung Kong Dongyoon Yang Jongjin Lee Ilsang Ohn Yongdai Kim TPM 53 1 0 02 Jun 2022
BayesFormer: Transformer with Uncertainty Estimation Karthik Abinav Sankararaman Sinong Wang Han Fang UQCV BDL 60 11 0 02 Jun 2022
LiDAR-MIMO: Efficient Uncertainty Estimation for LiDAR-based 3D Object Detection Matthew A. Pitropov Chengjie Huang Vahdat Abdelzad Krzysztof Czarnecki Steven Waslander 3DPC 34 3 0 01 Jun 2022
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation Mehmet Özgür Türkoglu Alexander Becker H. Gündüz Mina Rezaei Bernd Bischl Rodrigo Caye Daudt Stefano Dáronco Jan Dirk Wegner Konrad Schindler FedML UQCV 126 28 0 31 May 2022
Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning M. Ziatdinov Yongtao Liu K. Kelley Rama K Vasudevan Sergei V. Kalinin AI4CE 51 53 0 30 May 2022
Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance? Christoph Koller Goran Kauermann Xiao Xiang Zhu UQCV 61 6 0 30 May 2022
Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Review Fahad Al-homayani Mohammad H. Mahoor 89 66 0 30 May 2022
Rethinking Bayesian Learning for Data Analysis: The Art of Prior and Inference in Sparsity-Aware Modeling Lei Cheng Feng Yin Sergios Theodoridis S. Chatzis Tsung-Hui Chang 128 78 0 28 May 2022
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image Lucy Nwosu Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 76 4 0 27 May 2022
Don't Explain Noise: Robust Counterfactuals for Randomized Ensembles Alexandre Forel Axel Parmentier Thibaut Vidal 81 2 0 27 May 2022
Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed Mélanie Bernhardt Fabio De Sousa Ribeiro Ben Glocker 56 10 0 27 May 2022
Deep Ensembles for Graphs with Higher-order Dependencies Steven J. Krieg William C. Burgis Patrick M. Soga Nitesh Chawla AI4CE GNN 52 3 0 27 May 2022
Sample-Efficient Optimisation with Probabilistic Transformer Surrogates A. Maraval Matthieu Zimmer Antoine Grosnit Rasul Tutunov Jun Wang H. Ammar 101 2 0 27 May 2022
Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters Seyed Kamyar Seyed Ghasemipour S. Gu Ofir Nachum OffRL 90 72 0 27 May 2022
Selective Prediction via Training Dynamics Stephan Rabanser Anvith Thudi Kimia Hamidieh Adam Dziedzic Nicolas Papernot Akram Bin Sediq Hamza Sokun Nicolas Papernot 120 22 0 26 May 2022
Deep interpretable ensembles Lucas Kook Andrea Götschi Philipp F. M. Baumann Torsten Hothorn Beate Sick UQCV 60 9 0 25 May 2022
Rethinking Fano's Inequality in Ensemble Learning Terufumi Morishita Gaku Morio Shota Horiguchi Hiroaki Ozaki N. Nukaga FedML 35 3 0 25 May 2022
What is Your Metric Telling You? Evaluating Classifier Calibration under Context-Specific Definitions of Reliability John Kirchenbauer Jacob Oaks Eric Heim UQCV 106 4 0 23 May 2022
PyRelationAL: a python library for active learning research and development P. Scherer Thomas Gaudelet Alison Pouplin Alice Del Vecchio S. SurajM Oliver Bolton Jyothish Soman J. Taylor-King Lindsay Edwards KELM 58 0 0 23 May 2022
Transformer-based out-of-distribution detection for clinically safe segmentation M. Graham Petru-Daniel Tudosiu P. Wright W. H. Pinaya J. U-King-im ... H. Jäger D. Werring P. Nachev Sebastien Ourselin M. Jorge Cardoso MedIm 86 21 0 21 May 2022
How Useful are Gradients for OOD Detection Really? Conor Igoe Youngseog Chung I. Char J. Schneider OODD 93 26 0 20 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 69 11 0 20 May 2022
Towards efficient feature sharing in MIMO architectures Rémy Sun Alexandre Ramé Clément Masson Nicolas Thome Matthieu Cord 129 6 0 20 May 2022
On the Calibration of Probabilistic Classifier Sets Thomas Mortier Viktor Bengs Eyke Hüllermeier Stijn Luca Willem Waegeman UQCV 78 7 0 20 May 2022
The Unreasonable Effectiveness of Deep Evidential Regression N. Meinert J. Gawlikowski Alexander Lavin UQCV EDL 288 37 0 20 May 2022
Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks Agustinus Kristiadi Runa Eschenhagen Philipp Hennig BDL 92 13 0 20 May 2022
Conformal Prediction with Temporal Quantile Adjustments Zhen Lin Shubhendu Trivedi Jimeng Sun AI4TS 131 19 0 20 May 2022
Calibration Matters: Tackling Maximization Bias in Large-scale Advertising Recommendation Systems Yewen Fan Nian Si Kun Zhang 26 2 0 19 May 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 258 138 0 19 May 2022
Simple Regularisation for Uncertainty-Aware Knowledge Distillation Martin Ferianc Miguel R. D. Rodrigues UQCV 80 1 0 19 May 2022
Marginal and Joint Cross-Entropies & Predictives for Online Bayesian Inference, Active Learning, and Active Sampling Andreas Kirsch Jannik Kossen Y. Gal UQCV BDL 97 3 0 18 May 2022
Dark solitons in Bose-Einstein condensates: a dataset for many-body physics research A. R. Fritsch Shangjie Guo Sophia M. Koh I. Spielman Justyna P. Zwolak 36 3 0 17 May 2022
Prioritizing Corners in OoD Detectors via Symbolic String Manipulation Chih-Hong Cheng Changshun Wu Emmanouil Seferis Saddek Bensalem 130 3 0 16 May 2022
Robust Representation via Dynamic Feature Aggregation Haozhe Liu Haoqin Ji Yuexiang Li Nanjun He Haoqian Wu Feng Liu Linlin Shen Yefeng Zheng AAML OOD 91 3 0 16 May 2022
Aligning Robot Representations with Humans Andreea Bobu Andi Peng 78 0 0 15 May 2022
A cGAN Ensemble-based Uncertainty-aware Surrogate Model for Offline Model-based Optimization in Industrial Control Problems Cheng Feng OffRL AI4CE 103 0 0 15 May 2022
Evaluating Uncertainty Calibration for Open-Set Recognition Zongyao Lyu Nolan B. Gutierrez William J. Beksi UQCV 62 0 0 15 May 2022
Uncertainty-aware Personal Assistant for Making Personalized Privacy Decisions Gonul Ayci Murat Sensoy Arzucan Özgür P. Yolum 73 14 0 13 May 2022
Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep Learning Veit Wild Robert Hu Dino Sejdinovic BDL 135 13 0 12 May 2022
ELODI: Ensemble Logit Difference Inhibition for Positive-Congruent Training Yue Zhao Yantao Shen Yuanjun Xiong Shuo Yang Wei Xia Zhuowen Tu Bernt Shiele Stefano Soatto BDL 103 6 0 12 May 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 146 54 0 12 May 2022
Distinction Maximization Loss: Efficiently Improving Out-of-Distribution Detection and Uncertainty Estimation by Replacing the Loss and Calibrating David Macêdo Cleber Zanchettin Teresa B Ludermir UQCV 129 4 0 12 May 2022
Extensible Machine Learning for Encrypted Network Traffic Application Labeling via Uncertainty Quantification Steven Jorgensen J. Holodnak Jensen Dempsey Karla de Souza Ananditha Raghunath Vernon Rivet N. Demoes Andrés Alejos Allan B. Wollaber AAML 97 32 0 11 May 2022
Recurrent Encoder-Decoder Networks for Vessel Trajectory Prediction with Uncertainty Estimation Samuele Capobianco N. Forti L. Millefiori P. Braca P. Willett 55 28 0 11 May 2022
Calibrating for Class Weights by Modeling Machine Learning Andrew Caplin Daniel Martin Philip Marx 35 1 0 10 May 2022
Investigating Generalization by Controlling Normalized Margin Alexander R. Farhang Jeremy Bernstein Kushal Tirumala Yang Liu Yisong Yue 83 6 0 08 May 2022
Scalable computation of prediction intervals for neural networks via matrix sketching Alexander Fishkov Maxim Panov UQCV 56 1 0 06 May 2022
Controlled Dropout for Uncertainty Estimation M. Hasan Abbas Khosravi Ibrahim Hossain Ashikur Rahman S. Nahavandi BDL UQCV 93 1 0 06 May 2022
Quantification of Robotic Surgeries with Vision-Based Deep Learning Dani Kiyasseh Runzhuo Ma Taseen F. Haque J. Nguyen C. Wagner Anima Anandkumar A. Hung MedIm 49 3 0 06 May 2022