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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"

50 / 3,224 papers shown

Title
CUAHN-VIO: Content-and-Uncertainty-Aware Homography Network for Visual-Inertial Odometry Ying Xu Guido de Croon BDL 76 5 0 30 Aug 2022
Shaken, and Stirred: Long-Range Dependencies Enable Robust Outlier Detection with PixelCNN++ Barath Mohan Umapathi Kushal Chauhan Pradeep Shenoy D. Sridharan 58 0 0 29 Aug 2022
Autoinverse: Uncertainty Aware Inversion of Neural Networks Navid Ansari Hans-Peter Seidel Nima Vahidi Ferdowsi Vahid Babaei BDL 61 13 0 29 Aug 2022
Normality-Guided Distributional Reinforcement Learning for Continuous Control Ju-Seung Byun Andrew Perrault OffRL 107 0 0 28 Aug 2022
Information FOMO: The unhealthy fear of missing out on information. A method for removing misleading data for healthier models Ethan Pickering T. Sapsis 79 6 0 27 Aug 2022
A Comprehensive Review of Digital Twin -- Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives Adam Thelen Xiaoge Zhang Olga Fink Yan Lu Sayan Ghosh B. Youn Michael D. Todd S. Mahadevan Chao Hu Zhen Hu 80 90 0 27 Aug 2022
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators Zongren Zou Xuhui Meng Apostolos F. Psaros George Karniadakis AI4CE 97 39 0 25 Aug 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 157 121 0 24 Aug 2022
Why is the video analytics accuracy fluctuating, and what can we do about it? Sibendu Paul Kunal Rao G. Coviello Murugan Sankaradas Oliver Po Y. C. Hu S. Chakradhar AAML 80 3 0 23 Aug 2022
Lottery Pools: Winning More by Interpolating Tickets without Increasing Training or Inference Cost Lu Yin Shiwei Liu Fang Meng Tianjin Huang Vlado Menkovski Mykola Pechenizkiy 56 13 0 23 Aug 2022
Some Supervision Required: Incorporating Oracle Policies in Reinforcement Learning via Epistemic Uncertainty Metrics Jun Jet Tai Jordan Terry M. Innocente J. Brusey N. Horri 70 2 0 22 Aug 2022
G2Φnet: Relating Genotype and Biomechanical Phenotype of Tissues with Deep Learning Enrui Zhang B. Spronck J. Humphrey George Karniadakis AI4CE 79 10 0 21 Aug 2022
Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers Sangwoong Yoon Jinwon Choi Yonghyeon Lee Yung-Kyun Noh Frank C. Park OODD 45 1 0 20 Aug 2022
Generalised Co-Salient Object Detection Jiawei Liu Jing Zhang Ruikai Cui Kaihao Zhang Weihao Li Nick Barnes 61 3 0 20 Aug 2022
Out-of-distribution Detection via Frequency-regularized Generative Models Mu Cai Yixuan Li OODD 64 33 0 18 Aug 2022
Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics Zhengyang Zhou Yang Kuo Wei Sun Binwu Wang Mingxing Zhou Yunan Zong Yang Wang AI4TS 56 4 0 17 Aug 2022
ShortcutLens: A Visual Analytics Approach for Exploring Shortcuts in Natural Language Understanding Dataset Zhihua Jin Xingbo Wang Furui Cheng Chunhui Sun Qun Liu Huamin Qu 58 9 0 17 Aug 2022
Uncertainty-guided Source-free Domain Adaptation Subhankar Roy Martin Trapp Andrea Pilzer Arno Solin N. Sebe Elisa Ricci Arno Solin EDL TTA UQLM UQCV 135 68 0 16 Aug 2022
Confidence-Guided Learning Process for Continuous Classification of Time Series Chenxi Sun Moxian Song D. Cai B. Zhang linda Qiao Hongyan Li 41 6 0 14 Aug 2022
Region-Based Evidential Deep Learning to Quantify Uncertainty and Improve Robustness of Brain Tumor Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang EDL OOD UQCV 86 39 0 11 Aug 2022
Uncertainty Quantification for Traffic Forecasting: A Unified Approach Weizhu Qian Dalin Zhang Yan Zhao Kai Zheng James Jianqiao Yu BDL AI4TS 69 23 0 11 Aug 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP Thao Nguyen Gabriel Ilharco Mitchell Wortsman Sewoong Oh Ludwig Schmidt CLIP VLM 182 108 0 10 Aug 2022
Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation Moucheng Xu Yukun Zhou Chen Jin M. Groot Daniel C. Alexander N. Oxtoby Yipeng Hu Joseph Jacob VLM OOD 37 12 0 08 Aug 2022
Interpretable Uncertainty Quantification in AI for HEP Thomas Y. Chen B. Dey A. Ghosh Michael Kagan Brian D. Nord Nesar Ramachandra 72 7 0 05 Aug 2022
Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation Jiamin Liang Yuhao Huang Haoming Li Shuangchi He Xindi Hu Zejian Chen Isabel Kaltenborn Dong Ni OOD 86 44 0 05 Aug 2022
Deep Surrogate of Modular Multi Pump using Active Learning Malathi Murugesan Kanika Goyal Laure Barriere Maura Pasquotti Giacomo Veneri Giovanni De Magistris 103 1 0 04 Aug 2022
OpenCon: Open-world Contrastive Learning Yiyou Sun Yixuan Li VLM SSL DRL 147 43 0 04 Aug 2022
Gradient-based Uncertainty for Monocular Depth Estimation Julia Hornauer Vasileios Belagiannis UQCV 88 32 0 03 Aug 2022
Exploration with Model Uncertainty at Extreme Scale in Real-Time Bidding Jan Hartman Davorin Kopic 31 2 0 03 Aug 2022
Success of Uncertainty-Aware Deep Models Depends on Data Manifold Geometry M. Penrod Harrison Termotto Varshini Reddy Jiayu Yao Finale Doshi-Velez Weiwei Pan AAML OOD 73 1 0 02 Aug 2022
Adaptive Temperature Scaling for Robust Calibration of Deep Neural Networks Sérgio A. Balanya Juan Maroñas Daniel Ramos OOD 83 15 0 31 Jul 2022
A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting Martim Sousa Ana Maria Tomé José Manuel Moreira AI4TS 100 2 0 28 Jul 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 141 173 0 28 Jul 2022
A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions R. Hebbalaguppe Soumya Suvra Goshal Jatin Prakash H. Khadilkar Chetan Arora OODD 69 5 0 28 Jul 2022
Distributional Actor-Critic Ensemble for Uncertainty-Aware Continuous Control T. Kanazawa Haiyan Wang Chetan Gupta UQCV 99 4 0 27 Jul 2022
Towards Clear Expectations for Uncertainty Estimation Victor Bouvier Simona Maggio A. Abraham L. Dreyfus-Schmidt UQCV 65 2 0 27 Jul 2022
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base Jinyeong Chae Jihie Kim 59 2 0 27 Jul 2022
One Simple Trick to Fix Your Bayesian Neural Network Piotr Tempczyk Ksawery Smoczyñski Philip Smolenski-Jensen Marek Cygan BDL MLT 26 0 0 26 Jul 2022
Task Agnostic and Post-hoc Unseen Distribution Detection Radhika Dua Seong-sil Yang Yixuan Li Edward Choi OODD 66 11 0 26 Jul 2022
Domain Adaptation under Open Set Label Shift Saurabh Garg Sivaraman Balakrishnan Zachary Chase Lipton OOD VLM 85 42 0 26 Jul 2022
Modelling non-reinforced preferences using selective attention Noor Sajid P. Tigas Zafeirios Fountas Qinghai Guo Alexey Zakharov Lancelot Da Costa 70 1 0 25 Jul 2022
$p$ -DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations Adam Dziedzic Stephan Rabanser Mohammad Yaghini Armin Ale Murat A. Erdogdu Nicolas Papernot AAML 68 3 0 25 Jul 2022
Error-Aware Spatial Ensembles for Video Frame Interpolation Zhixiang Chi Rasoul Mohammadi Nasiri Zheng Liu Yuanhao Yu Juwei Lu Jingshan Tang Konstantinos N Plataniotis 53 3 0 25 Jul 2022
Can we achieve robustness from data alone? Nikolaos Tsilivis Jingtong Su Julia Kempe OOD DD 108 18 0 24 Jul 2022
Active Pointly-Supervised Instance Segmentation Chufeng Tang Lingxi Xie Gang Zhang Xiaopeng Zhang Qi Tian Xiaolin Hu ISeg 81 15 0 23 Jul 2022
TRUST-LAPSE: An Explainable and Actionable Mistrust Scoring Framework for Model Monitoring Nandita Bhaskhar D. Rubin Christopher Lee-Messer 30 5 0 22 Jul 2022
Improving Predictive Performance and Calibration by Weight Fusion in Semantic Segmentation Timo Sämann A. Hammam Andrei Bursuc Christoph Stiller H. Groß FedML 53 1 0 22 Jul 2022
Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction Hu Wang Jianpeng Zhang Yuanhong Chen Congbo Ma Jodie Avery Louise Hull G. Carneiro UQCV 99 19 0 22 Jul 2022
Complementing Semi-Supervised Learning with Uncertainty Quantification Ehsan Kazemi 29 0 0 22 Jul 2022
Generating and Detecting True Ambiguity: A Forgotten Danger in DNN Supervision Testing Michael Weiss A. Gómez Paolo Tonella AAML 64 6 0 21 Jul 2022