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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
Uncertainty-Aware Vehicle Energy Efficiency Prediction using an Ensemble of Neural Networks Jihed Khiari Cristina Olaverri-Monreal 60 2 0 14 Apr 2023
Toward Reliable Human Pose Forecasting with Uncertainty Saeed Saadatnejad Mehrshad Mirmohammadi Matin Daghyani Parham Saremi Yashar Zoroofchi Benisi Amir Alimohammadi Zahra Tehraninasab Taylor Mordan Alexandre Alahi 54 6 0 13 Apr 2023
Neural State-Space Models: Empirical Evaluation of Uncertainty Quantification Marco Forgione Dario Piga UQCV 72 3 0 13 Apr 2023
Boosted Prompt Ensembles for Large Language Models Silviu Pitis Michael Ruogu Zhang Andrew Wang Jimmy Ba LRM LLMAG 73 43 0 12 Apr 2023
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series Patrick Ebel Vivien Sainte Fare Garnot M. Schmitt Jan Dirk Wegner Xiao Xiang Zhu 92 37 0 11 Apr 2023
Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification Mengyao Xie Zongbo Han Changqing Zhang Yichen Bai Qinghua Hu UQCV EDL 326 16 0 11 Apr 2023
Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks Pedro Conde T. Barros Rui L. Lopes C. Premebida U. J. Nunes UQCV 69 7 0 11 Apr 2023
Gradient-based Uncertainty Attribution for Explainable Bayesian Deep Learning Hanjing Wang D. Joshi Shiqiang Wang Q. Ji UQCV BDL 56 6 0 10 Apr 2023
UATTA-EB: Uncertainty-Aware Test-Time Augmented Ensemble of BERTs for Classifying Common Mental Illnesses on Social Media Posts Pratinav Seth Mihir Agarwal AI4MH 64 1 0 10 Apr 2023
Reweighted Mixup for Subpopulation Shift Zongbo Han Zhipeng Liang Fan Yang Liu Liu Lanqing Li ... P. Zhao Qinghua Hu Bing Wu Changqing Zhang Jianhua Yao 60 3 0 09 Apr 2023
Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantification Antoine de Mathelin Francois Deheeger Mathilde Mougeot Nicolas Vayatis OOD UQCV 70 3 0 08 Apr 2023
Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification Meng Wang Tian Lin Lianyu Wang Aidi Lin K. Zou ... Yang Liu C. Pang Xinjian Chen Haoyu Chen Huazhu Fu 208 39 0 08 Apr 2023
ASPEST: Bridging the Gap Between Active Learning and Selective Prediction Jiefeng Chen Jinsung Yoon Sayna Ebrahimi Sercan O. Arik S. Jha Tomas Pfister 115 1 0 07 Apr 2023
Fairness through Aleatoric Uncertainty Anique Tahir Lu Cheng Huan Liu 100 13 0 07 Apr 2023
Reliable learning in challenging environments Maria-Florina Balcan Steve Hanneke Rattana Pukdee Dravyansh Sharma OOD 82 6 0 06 Apr 2023
Towards Efficient MCMC Sampling in Bayesian Neural Networks by Exploiting Symmetry J. G. Wiese Lisa Wimmer Theodore Papamarkou Bernd Bischl Stephan Günnemann David Rügamer 86 15 0 06 Apr 2023
Logistic-Normal Likelihoods for Heteroscedastic Label Noise Erik Englesson Amir Mehrpanah Hossein Azizpour NoLa 72 1 0 06 Apr 2023
Source-free Domain Adaptation Requires Penalized Diversity Laya Rafiee Sevyeri Ivaxi Sheth Farhood Farahnak Alexandre See Samira Ebrahimi Kahou T. Fevens Mohammad Havaei TTA 60 0 0 06 Apr 2023
Learning Stability Attention in Vision-based End-to-end Driving Policies Tsun-Hsuan Wang Wei Xiao Makram Chahine Alexander Amini Ramin Hasani Daniela Rus 81 6 0 05 Apr 2023
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural Networks Michael Weiss Paolo Tonella AI4CE 60 0 0 05 Apr 2023
Uncertainty estimation in Deep Learning for Panoptic segmentation Michael J. Smith F. Ferrie OOD UQCV 71 0 0 04 Apr 2023
On the Variance of Neural Network Training with respect to Test Sets and Distributions Keller Jordan OOD 48 11 0 04 Apr 2023
Incorporating Unlabelled Data into Bayesian Neural Networks Mrinank Sharma Tom Rainforth Yee Whye Teh Vincent Fortuin SSL UQCV BDL 98 10 0 04 Apr 2023
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems Ivica Kicic Pantelis R. Vlachas G. Arampatzis Michail Chatzimanolakis Leonidas Guibas Petros Koumoutsakos AI4CE 65 6 0 04 Apr 2023
Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation M. Jung He Zhao Joanna Dipnall Lan Du UQCV BDL 72 8 0 04 Apr 2023
Conformalized Unconditional Quantile Regression Ahmed Alaa Zeshan Hussain David Sontag 84 9 0 04 Apr 2023
Uncertainty Propagation in Node Classification Zhao Xu Carolin (Haas) Lawrence Ammar Shaker Raman Siarheyeu BDL UQCV 143 2 0 03 Apr 2023
Unbiased Scene Graph Generation in Videos Sayak Nag Kyle Min Subarna Tripathi Amit K. Roy-Chowdhury 117 31 0 03 Apr 2023
MSS-PAE: Saving Autoencoder-based Outlier Detection from Unexpected Reconstruction Xu Tan Jiawei Yang Junqi Chen S. Rahardja S. Rahardja UQCV 84 2 0 03 Apr 2023
Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation Liyan Chen Weihan Wang Philippos Mordohai UQCV 106 28 0 31 Mar 2023
Single Image Depth Prediction Made Better: A Multivariate Gaussian Take Ce Liu Suryansh Kumar Shuhang Gu Radu Timofte Luc Van Gool MDE VLM 111 15 0 31 Mar 2023
Asymmetric Image Retrieval with Cross Model Compatible Ensembles Ori Linial Alon Shoshan Nadav Bhonker Elad Hirsch L. Zamir Igor Kviatkovsky Gérard Medioni 73 2 0 30 Mar 2023
Surrogate Neural Networks for Efficient Simulation-based Trajectory Planning Optimization Evelyn Ruff Rebecca L. Russell Matthew Stoeckle P. Miotto Jonathan P. How 28 1 0 30 Mar 2023
ALUM: Adversarial Data Uncertainty Modeling from Latent Model Uncertainty Compensation Wei Wei Jiahuan Zhou Hongze Li Yingying Wu 43 1 0 29 Mar 2023
Robust Tumor Detection from Coarse Annotations via Multi-Magnification Ensembles Mehdi Naouar Gabriel Kalweit Ignacio Mastroleo P. Poxleitner M. Metzger Joschka Boedecker M. Kalweit 47 2 0 29 Mar 2023
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation Kilian Zepf Eike Petersen J. Frellsen Aasa Feragen 58 7 0 28 Mar 2023
Towards Reliable Uncertainty Quantification via Deep Ensembles in Multi-output Regression Task Sunwoong Yang K. Yee UQCV 96 6 0 28 Mar 2023
Deep Ranking Ensembles for Hyperparameter Optimization Abdus Salam Khazi Sebastian Pineda Arango Josif Grabocka BDL 87 7 0 27 Mar 2023
Unimodal Training-Multimodal Prediction: Cross-modal Federated Learning with Hierarchical Aggregation Rongyu Zhang Xiaowei Chi Guiliang Liu Wenyi Zhang Yuan Du Fang Wang 93 11 0 27 Mar 2023
Collaborative Multi-Object Tracking with Conformal Uncertainty Propagation Sanbao Su Songyang Han Yiming Li Zhili Zhang Chen Feng Caiwen Ding Fei Miao VOT 110 26 0 25 Mar 2023
On the Efficacy of Generalization Error Prediction Scoring Functions Puja Trivedi Danai Koutra Jayaraman J. Thiagarajan 59 0 0 23 Mar 2023
Calibrated Out-of-Distribution Detection with a Generic Representation Tomás Vojír Jan Sochman Rahaf Aljundi Juan E. Sala Matas OODD UQCV 79 8 0 23 Mar 2023
Laplacian Segmentation Networks: Improved Epistemic Uncertainty from Spatial Aleatoric Uncertainty Kilian Zepf Selma Wanna M. Miani Juston Moore J. Frellsen Søren Hauberg Aasa Feragen Frederik Warburg UQCV 59 4 0 23 Mar 2023
SPeC: A Soft Prompt-Based Calibration on Performance Variability of Large Language Model in Clinical Notes Summarization Yu-Neng Chuang Ruixiang Tang Xiaoqian Jiang Helen Zhou LM&MA 74 21 0 23 Mar 2023
Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy Staging Meng Wang Lianyu Wang Xinxing Xu K. Zou Yiming Qian Rick Siow Mong Goh Yong-Jin Liu Huazhu Fu OOD FedML 86 6 0 23 Mar 2023
A Survey of Historical Learning: Learning Models with Learning History Xiang Li Ge Wu Lingfeng Yang Wenzhe Wang Renjie Song Jian Yang MU AI4TS 103 2 0 23 Mar 2023
Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation Wenbo Hu Xin Sun Qiang liu Wenbo Hu Shu Wu 126 1 0 23 Mar 2023
Text2Motion: From Natural Language Instructions to Feasible Plans Kevin Qinghong Lin Christopher Agia Toki Migimatsu Marco Pavone Jeannette Bohg LM&Ro 167 284 0 21 Mar 2023
The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge Detector Caixia Zhou Yaping Huang Mengyang Pu Q. Guan Li Huang Haibin Ling UQCV 83 37 0 21 Mar 2023
EPiC: Ensemble of Partial Point Clouds for Robust Classification Meir Yossef Levi Guy Gilboa 3DPC 79 10 0 20 Mar 2023