v1v2v3 (latest)

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
VisAlign: Dataset for Measuring the Degree of Alignment between AI and Humans in Visual Perception Jiyoung Lee Seung Wook Kim Seunghyun Won Joonseok Lee Marzyeh Ghassemi James Thorne Jaeseok Choi O.-Kil Kwon Edward Choi 124 1 0 03 Aug 2023
Calibration in Deep Learning: A Survey of the State-of-the-Art Cheng Wang UQCV 122 43 0 02 Aug 2023
Body Knowledge and Uncertainty Modeling for Monocular 3D Human Body Reconstruction Yufei Zhang Hanjing Wang Jeffrey O. Kephart Q. Ji 3DH 86 9 0 01 Aug 2023
ELFNet: Evidential Local-global Fusion for Stereo Matching Jieming Lou Weide Liu Zhu Chen Fayao Liu Jun Cheng 81 26 0 01 Aug 2023
Learning to Generate Training Datasets for Robust Semantic Segmentation Marwane Hariat Olivier Laurent Rémi Kazmierczak Shihao Zhang Andrei Bursuc Angela Yao Gianni Franchi UQCV 83 2 0 01 Aug 2023
Dynamic ensemble selection based on Deep Neural Network Uncertainty Estimation for Adversarial Robustness Ruoxi Qin Linyuan Wang Xuehui Du Xing-yuan Chen Binghai Yan AAML 121 1 0 01 Aug 2023
GradOrth: A Simple yet Efficient Out-of-Distribution Detection with Orthogonal Projection of Gradients Sima Behpour T. Doan Xin Li Wenbin He Liangke Gou Liu Ren OODD 99 17 0 01 Aug 2023
Capsa: A Unified Framework for Quantifying Risk in Deep Neural Networks Sadhana Lolla I. Elistratov Alejandro Perez Elaheh Ahmadi Daniela Rus Alexander Amini UQCV 37 1 0 01 Aug 2023
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging M. Valiuddin Christiaan Viviers R. V. Sloun Peter H. N. de With Fons van der Sommen UQCV 104 2 0 31 Jul 2023
UnIVAL: Unified Model for Image, Video, Audio and Language Tasks Mustafa Shukor Corentin Dancette Alexandre Ramé Matthieu Cord MoMe MLLM 126 46 0 30 Jul 2023
Uncertainty-Encoded Multi-Modal Fusion for Robust Object Detection in Autonomous Driving Yang Lou Qun Song Qian Xu Rui Tan Jianping Wang 54 1 0 30 Jul 2023
Multi-layer Aggregation as a key to feature-based OOD detection Benjamin Lambert Florence Forbes Senan Doyle M. Dojat 63 6 0 28 Jul 2023
TriadNet: Sampling-free predictive intervals for lesional volume in 3D brain MR images Benjamin Lambert Florence Forbes Senan Doyle M. Dojat MedIm 67 4 0 28 Jul 2023
Curiosity-Driven Reinforcement Learning based Low-Level Flight Control Amir Ramezani Dooraki Alexandros Iosifidis 36 0 0 28 Jul 2023
Uncertainty-aware Unsupervised Multi-Object Tracking Kai Liu Sheng Jin Zhihang Fu Ze Chen Rongxin Jiang Jieping Ye VOT MQ 112 8 0 28 Jul 2023
EnSolver: Uncertainty-Aware Ensemble CAPTCHA Solvers with Theoretical Guarantees D. C. Hoang Behzad Ousat Amin Kharraz Cuong V Nguyen AAML 85 1 0 27 Jul 2023
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities Ganping Li Yoshito Otake Mazen Soufi M. Taniguchi Masahide Yagi N. Ichihashi Keisuke Uemura Masaki Takao Nobuhiko Sugano Yoshinobu Sato 105 5 0 26 Jul 2023
Unmasking Anomalies in Road-Scene Segmentation Shyam Nandan Rai Fabio Cermelli Dario Fontanel Carlo Masone Barbara Caputo ISeg 77 41 0 25 Jul 2023
HOOD: Real-Time Human Presence and Out-of-Distribution Detection Using FMCW Radar Sabri Mustafa Kahya Muhammet Sami Yavuz Eckehard Steinbach 132 3 0 24 Jul 2023
Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal Control Longchao Da Hao Mei Romir Sharma Hua Wei 101 3 0 23 Jul 2023
Identifying contributors to supply chain outcomes in a multi-echelon setting: a decentralised approach Stefan Schoepf Jack Foster Alexandra Brintrup 76 1 0 22 Jul 2023
Making Pre-trained Language Models both Task-solvers and Self-calibrators Yangyi Chen Xingyao Wang Heng Ji 59 0 0 21 Jul 2023
A Holistic Assessment of the Reliability of Machine Learning Systems Anthony Corso David Karamadian Romeo Valentin Mary Cooper Mykel J. Kochenderfer 77 7 0 20 Jul 2023
Confidence Estimation Using Unlabeled Data Chen Li Xiaoling Hu Chao Chen UQCV 53 10 0 19 Jul 2023
Uncertainty Quantification for Molecular Property Predictions with Graph Neural Architecture Search Shengli Jiang Shiyi Qin Reid C. Van Lehn Prasanna Balaprakash Victor M. Zavala AI4CE 96 7 0 19 Jul 2023
U-CE: Uncertainty-aware Cross-Entropy for Semantic Segmentation S. Landgraf Markus Hillemann Kira Wursthorn Markus Ulrich SSeg UQCV 64 7 0 19 Jul 2023
Measuring and Modeling Uncertainty Degree for Monocular Depth Estimation Mochu Xiang Jing Zhang Nick Barnes Yuchao Dai UQCV 77 4 0 19 Jul 2023
Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers Jaeyoung Kim Kyuheon Jung Dongbin Na Sion Jang Eunbin Park Sungchul Choi OODD 73 7 0 18 Jul 2023
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression Zhen Zhang Zongren Zou E. Kuhl George Karniadakis 68 43 0 16 Jul 2023
Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models Yuheng Huang Jiayang Song Zhijie Wang Shengming Zhao Huaming Chen Felix Juefei-Xu Lei Ma 107 34 0 16 Jul 2023
Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks Dominik Schnaus Jongseok Lee Zorah Lähner Rudolph Triebel UQCV BDL 80 1 0 15 Jul 2023
PseudoCal: A Source-Free Approach to Unsupervised Uncertainty Calibration in Domain Adaptation Dapeng Hu Jian Liang Xinchao Wang Chuan-Sheng Foo 55 0 0 14 Jul 2023
Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over Functions Leo Klarner Tim G. J. Rudner M. Reutlinger Torsten Schindler Garrett M. Morris Charlotte M. Deane Yee Whye Teh OOD BDL 55 10 0 14 Jul 2023
Hybrid Control Policy for Artificial Pancreas via Ensemble Deep Reinforcement Learning Wenzhou Lv Tianyu Wu Luolin Xiong Liang Wu Jianglei Zhou Yang Tang Feng Qian 55 2 0 13 Jul 2023
Robust scalable initialization for Bayesian variational inference with multi-modal Laplace approximations Wyatt Bridgman Reese E. Jones Mohammad Khalil 71 1 0 12 Jul 2023
Function-Space Regularization for Deep Bayesian Classification J. Lin Joe Watson Pascal Klink Jan Peters UQCV BDL 71 1 0 12 Jul 2023
Predicting small molecules solubilities on endpoint devices using deep ensemble neural networks Mayk Caldas Ramos Andrew D. White 46 1 0 11 Jul 2023
Joint Salient Object Detection and Camouflaged Object Detection via Uncertainty-aware Learning Aixuan Li Jing Zhang Yun-Qiu Lv Tong Zhang Yiran Zhong Mingyi He Yuchao Dai 72 2 0 10 Jul 2023
Formulation Graphs for Mapping Structure-Composition of Battery Electrolytes to Device Performance Vidushi Sharma Maxwell J. Giammona Dmitry Zubarev Andy Tek Khanh Nugyuen Linda Sundberg D. Congiu Young-Hye La 69 12 0 07 Jul 2023
URL: A Representation Learning Benchmark for Transferable Uncertainty Estimates Michael Kirchhof Bálint Mucsányi Seong Joon Oh Enkelejda Kasneci UQCV 502 15 0 07 Jul 2023
DE-TGN: Uncertainty-Aware Human Motion Forecasting using Deep Ensembles Kareem A. Eltouny Wansong Liu Sibo Tian Minghui Zheng Xiao Liang 3DH 53 7 0 07 Jul 2023
Quantification of Uncertainty with Adversarial Models Kajetan Schweighofer L. Aichberger Mykyta Ielanskyi Günter Klambauer Sepp Hochreiter UQCV 90 17 0 06 Jul 2023
Contextual Affinity Distillation for Image Anomaly Detection Jie Zhang Masanori Suganuma Takayuki Okatani 99 16 0 06 Jul 2023
Distance Preserving Machine Learning for Uncertainty Aware Accelerator Capacitance Predictions S. Goldenberg M. Schram Kishansingh Rajput T. Britton C. Pappas Dawei Lu Jared Walden M. Radaideh Sarah Cousineau S. Harave 67 1 0 05 Jul 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 78 2 0 05 Jul 2023
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models Jinhao Duan Hao-Ran Cheng Shiqi Wang Alex Zavalny Chenan Wang Renjing Xu B. Kailkhura Kaidi Xu 133 51 0 03 Jul 2023
Robust Uncertainty Estimation for Classification of Maritime Objects J. Becktor Frederik E. T. Schöller Evangelos Boukas Lazaros Nalpantidis UQCV OOD 104 2 0 03 Jul 2023
Morse Neural Networks for Uncertainty Quantification Benoit Dherin Huiyi Hu Jie Jessie Ren Michael W. Dusenberry Balaji Lakshminarayanan UQCV AI4CE 43 4 0 02 Jul 2023
ProbVLM: Probabilistic Adapter for Frozen Vision-Language Models Uddeshya Upadhyay Shyamgopal Karthik Massimiliano Mancini Zeynep Akata MLLM VLM 92 4 0 01 Jul 2023
FlipNeRF: Flipped Reflection Rays for Few-shot Novel View Synthesis Seunghyeon Seo Yeonjin Chang Nojun Kwak 76 28 0 30 Jun 2023