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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
SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates Lingkai Kong Jimeng Sun Chao Zhang UQCV 107 108 0 24 Aug 2020
Learning Off-Policy with Online Planning Harshit S. Sikchi Wenxuan Zhou David Held OffRL 139 50 0 23 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik Margret Keuper Frank Hutter 81 81 0 22 Aug 2020
Privacy Preserving Recalibration under Domain Shift Rachel Luo Shengjia Zhao Jiaming Song Jonathan Kuck Stefano Ermon Silvio Savarese 49 3 0 21 Aug 2020
A Survey of Visual Analytics Techniques for Machine Learning Jun Yuan Changjian Chen Weikai Yang Mengchen Liu Jiazhi Xia Shixia Liu 95 223 0 21 Aug 2020
Doubly Stochastic Variational Inference for Neural Processes with Hierarchical Latent Variables Q. Wang H. V. Hoof BDL 66 42 0 21 Aug 2020
A Survey on Assessing the Generalization Envelope of Deep Neural Networks: Predictive Uncertainty, Out-of-distribution and Adversarial Samples Julia Lust Alexandru Paul Condurache UQCV AAML AI4CE 31 8 0 21 Aug 2020
Assigning function to protein-protein interactions: a weakly supervised BioBERT based approach using PubMed abstracts Aparna Elangovan Melissa J. Davis Karin Verspoor 45 8 0 20 Aug 2020
Generalizing Fault Detection Against Domain Shifts Using Stratification-Aware Cross-Validation Yingshui Tan Baihong Jin Qiushi Cui Xiangyu Yue Alberto L. Sangiovanni-Vincentelli 25 0 0 20 Aug 2020
Using Ensemble Classifiers to Detect Incipient Anomalies Baihong Jin Yingshui Tan Albert Liu Xiangyu Yue Yuxin Chen Alberto L. Sangiovanni-Vincentelli 33 3 0 20 Aug 2020
Heteroscedastic Uncertainty for Robust Generative Latent Dynamics Oliver Limoyo Bryan Chan Filip Marić Brandon Wagstaff Rupam Mahmood Jonathan Kelly 70 8 0 18 Aug 2020
Intelligence plays dice: Stochasticity is essential for machine learning M. Sabuncu 135 6 0 17 Aug 2020
Hey Human, If your Facial Emotions are Uncertain, You Should Use Bayesian Neural Networks! Maryam Matin Matias Valdenegro-Toro UQCV BDL CVBM 41 2 0 17 Aug 2020
A Survey of Active Learning for Text Classification using Deep Neural Networks Christopher Schröder A. Niekler 83 101 0 17 Aug 2020
Beyond Point Estimate: Inferring Ensemble Prediction Variation from Neuron Activation Strength in Recommender Systems Zhe Chen Yuyan Wang Dong Lin D. Cheng Lichan Hong Ed H. Chi Claire Cui 100 17 0 17 Aug 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 75 56 0 14 Aug 2020
Automated detection and quantification of COVID-19 airspace disease on chest radiographs: A novel approach achieving radiologist-level performance using a CNN trained on digital reconstructed radiographs (DRRs) from CT-based ground-truth E. Barbosa W. Gefter Rochelle Yang Florin-Cristian Ghesu Siqi Liu ... A. Balachandran S. Vogt Valentin Ziebandt Steffen Kappler Dorin Comaniciu 87 6 0 13 Aug 2020
Unifying supervised learning and VAEs -- coverage, systematics and goodness-of-fit in normalizing-flow based neural network models for astro-particle reconstructions T. Glüsenkamp 39 1 0 13 Aug 2020
Model-Based Offline Planning Arthur Argenson Gabriel Dulac-Arnold OffRL 103 155 0 12 Aug 2020
Local Temperature Scaling for Probability Calibration Zhipeng Ding Xu Han Peirong Liu Marc Niethammer 122 81 0 12 Aug 2020
Residual Generation Using Physically-Based Grey-Box Recurrent Neural Networks For Engine Fault Diagnosis Daniel E. Jung 22 10 0 11 Aug 2020
Deep Model-Based Reinforcement Learning for High-Dimensional Problems, a Survey Aske Plaat W. Kosters Mike Preuss BDL OffRL 111 17 0 11 Aug 2020
Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification Sina Daubener Asja Fischer BDL UQCV 46 2 0 07 Aug 2020
Bootstrapping Neural Processes Juho Lee Yoonho Lee Jungtaek Kim Eunho Yang Sung Ju Hwang Yee Whye Teh UQCV BDL 87 43 0 07 Aug 2020
Importance of Self-Consistency in Active Learning for Semantic Segmentation S. Golestaneh Kris Kitani SSL 54 36 0 04 Aug 2020
TREND: Transferability based Robust ENsemble Design Deepak Ravikumar Sangamesh Kodge Isha Garg Kaushik Roy OOD AAML 33 4 0 04 Aug 2020
Deep Bayesian Bandits: Exploring in Online Personalized Recommendations Dalin Guo S. Ktena Ferenc Huszár Pranay K. Myana Wenzhe Shi Alykhan Tejani OffRL 78 41 0 03 Aug 2020
Geometrically Enriched Latent Spaces Georgios Arvanitidis Søren Hauberg Bernhard Schölkopf DRL 77 55 0 02 Aug 2020
Cold Posteriors and Aleatoric Uncertainty Ben Adlam Jasper Snoek Samuel L. Smith BDL UQCV 97 24 0 31 Jul 2020
Real-Time Uncertainty Estimation in Computer Vision via Uncertainty-Aware Distribution Distillation Yichen Shen Zhilu Zhang M. Sabuncu Lin Sun UQCV 82 3 0 31 Jul 2020
Toward Reliable Models for Authenticating Multimedia Content: Detecting Resampling Artifacts With Bayesian Neural Networks Anatol Maier Benedikt Lorch Christian Riess AAML 79 17 0 28 Jul 2020
An Uncertainty-aware Transfer Learning-based Framework for Covid-19 Diagnosis Afshar Shamsi Hamzeh Asgharnezhad Shirin Shamsi Jokandan Abbas Khosravi P. Kebria D. Nahavandi S. Nahavandi D. Srinivasan OOD 131 135 0 26 Jul 2020
Neural networks with late-phase weights J. Oswald Seijin Kobayashi Alexander Meulemans Christian Henning Benjamin Grewe João Sacramento 94 35 0 25 Jul 2020
Modal Uncertainty Estimation via Discrete Latent Representation Di Qiu L. Lui UQCV 44 5 0 25 Jul 2020
Rethinking CNN Models for Audio Classification Kamalesh Palanisamy Dipika Singhania Angela Yao SSL 83 145 0 22 Jul 2020
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation Yuexiang Li Jiawei Chen Xinpeng Xie Kai Ma Yefeng Zheng UQCV 71 95 0 20 Jul 2020
Prediction Intervals: Split Normal Mixture from Quality-Driven Deep Ensembles Tárik S. Salem H. Langseth H. Ramampiaro UQCV 90 37 0 19 Jul 2020
Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning Ankur Mallick Chaitanya Dwivedi B. Kailkhura Gauri Joshi T. Y. Han UQCV BDL 61 6 0 18 Jul 2020
Learn to Propagate Reliably on Noisy Affinity Graphs Lei Yang Qingqiu Huang Huaiyi Huang Linning Xu Dahua Lin GNN 71 13 0 17 Jul 2020
Uncertainty Quantification and Deep Ensembles R. Rahaman Alexandre Hoang Thiery UQCV 99 154 0 17 Jul 2020
On Power Laws in Deep Ensembles E. Lobacheva Nadezhda Chirkova M. Kodryan Dmitry Vetrov UQCV 75 40 0 16 Jul 2020
Transferable Calibration with Lower Bias and Variance in Domain Adaptation Ximei Wang Mingsheng Long Jianmin Wang Michael I. Jordan 76 54 0 16 Jul 2020
Detecting Out-of-distribution Samples via Variational Auto-encoder with Reliable Uncertainty Estimation Xuming Ran Mingkun Xu Lingrui Mei Qi Xu Quanying Liu OODD UQCV 91 51 0 16 Jul 2020
The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction Alice Martin Charles Ollion Florian Strub Sylvain Le Corff Olivier Pietquin 55 6 0 15 Jul 2020
Hands-on Bayesian Neural Networks -- a Tutorial for Deep Learning Users Laurent Valentin Jospin Wray Buntine F. Boussaïd Hamid Laga Bennamoun OOD BDL UQCV 93 634 0 14 Jul 2020
Monitoring and explainability of models in production Janis Klaise A. V. Looveren Clive Cox G. Vacanti Alexandru Coca 110 49 0 13 Jul 2020
Exploiting Uncertainties from Ensemble Learners to Improve Decision-Making in Healthcare AI Yingshui Tan Baihong Jin Xiangyu Yue Yuxin Chen Alberto L. Sangiovanni-Vincentelli 59 7 0 12 Jul 2020
Bayesian Deep Ensembles via the Neural Tangent Kernel Bobby He Balaji Lakshminarayanan Yee Whye Teh BDL UQCV 66 121 0 11 Jul 2020
Contrastive Training for Improved Out-of-Distribution Detection Jim Winkens Rudy Bunel Abhijit Guha Roy Robert Stanforth Vivek Natarajan ... Alan Karthikesalingam Simon A. A. Kohl taylan. cemgil S. M. Ali Eslami Olaf Ronneberger OODD 148 244 0 10 Jul 2020
To BAN or not to BAN: Bayesian Attention Networks for Reliable Hate Speech Detection Kristian Miok Blaž Škrlj D. Zaharie Marko Robnik-Šikonja 63 43 0 10 Jul 2020