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
SSE: Multimodal Semantic Data Selection and Enrichment for Industrial-scale Data Assimilation Maying Shen Nadine Chang Sifei Liu Jose M. Alvarez 75 2 0 20 Sep 2024
How to Build the Virtual Cell with Artificial Intelligence: Priorities and Opportunities Charlotte Bunne Yusuf Roohani Yanay Rosen Ankit Gupta Xikun Zhang ... Theofanis Karaletsos Aviv Regev Emma Lundberg J. Leskovec Stephen R. Quake 120 26 0 18 Sep 2024
Calibrated Multivariate Regression with Localized PIT Mappings Lucas Kock G. S. Rodrigues Scott A. Sisson Nadja Klein David J. Nott 96 0 0 17 Sep 2024
Motion Forecasting via Model-Based Risk Minimization Aron Distelzweig Eitan Kosman Andreas Look Faris Janjoš Denesh K. Manivannan Abhinav Valada 63 3 0 16 Sep 2024
Benchmarking Large Language Model Uncertainty for Prompt Optimization Pei-Fu Guo Yun-Da Tsai Shou-De Lin ELM LRM 122 1 0 16 Sep 2024
Robots that Suggest Safe Alternatives Hyun Joe Jeong Andrea V. Bajcsy Andrea Bajcsy OffRL 101 1 0 15 Sep 2024
Estimating Wage Disparities Using Foundation Models Keyon Vafa Susan Athey David M. Blei 190 3 0 15 Sep 2024
Active Learning to Guide Labeling Efforts for Question Difficulty Estimation Arthur Thuy Ekaterina Loginova Dries F. Benoit 43 1 0 14 Sep 2024
Uncertainty Estimation by Density Aware Evidential Deep Learning Taeseong Yoon Heeyoung Kim EDL UQCV 88 4 0 13 Sep 2024
DDEvENet: Evidence-based Ensemble Learning for Uncertainty-aware Brain Parcellation Using Diffusion MRI Chenjun Li Dian Yang Shun Yao Shuyue Wang Ye Wu ... C. Westin L. O’Donnell N. Sochen O. Pasternak Fan Zhang UQCV 114 0 0 11 Sep 2024
A Likelihood Ratio-Based Approach to Segmenting Unknown Objects Nazir Nayal Youssef Shoeb Fatma Güney OODD 82 4 0 10 Sep 2024
Sources of Uncertainty in 3D Scene Reconstruction Talal Alrawajfeh Riccardo Mereu Arno Solin Mikko Heikkilä 3DV 3DGS 100 3 0 10 Sep 2024
Competency-Aware Planning for Probabilistically Safe Navigation Under Perception Uncertainty Sara Pohland Claire Tomlin 95 0 0 09 Sep 2024
Predicting Critical Heat Flux with Uncertainty Quantification and Domain Generalization Using Conditional Variational Autoencoders and Deep Neural Networks Farah Alsafadi Aidan Furlong Xu Wu UQCV AI4CE 105 3 0 09 Sep 2024
Empowering Bayesian Neural Networks with Functional Priors through Anchored Ensembling for Mechanics Surrogate Modeling Applications Javad Ghorbanian Nicholas Casaprima Audrey Olivier 82 1 0 08 Sep 2024
A Comprehensive Survey on Evidential Deep Learning and Its Applications Junyu Gao Mengyuan Chen Liangyu Xiang Changsheng Xu EDL BDL UQCV 147 6 0 07 Sep 2024
Enhancing Uncertainty Quantification in Drug Discovery with Censored Regression Labels Emma Svensson Hannah Rosa Friesacher S. Winiwarter Lewis H. Mervin Adam Arany Ola Engkvist 131 2 0 06 Sep 2024
Calibration of Network Confidence for Unsupervised Domain Adaptation Using Estimated Accuracy Coby Penso Jacob Goldberger 86 0 0 06 Sep 2024
Epistemic Uncertainty and Observation Noise with the Neural Tangent Kernel Sergio Calvo-Ordoñez Konstantina Palla Kamil Ciosek 71 1 0 06 Sep 2024
MaskVal: Simple but Effective Uncertainty Quantification for 6D Pose Estimation Philipp Quentin Daniel Goehring 89 0 0 05 Sep 2024
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 81 0 0 05 Sep 2024
Hallucination Detection in LLMs: Fast and Memory-Efficient Finetuned Models Gabriel Y. Arteaga Thomas B. Schon Nicolas Pielawski 115 9 0 04 Sep 2024
MedSAM-U: Uncertainty-Guided Auto Multi-Prompt Adaptation for Reliable MedSAM N. Zhou Ke Zou Kai Ren Mengting Luo Linchao He Ming Wang Yidi Chen Yi Zhang Hu Chen Huazhu Fu MedIm 78 3 0 02 Sep 2024
Deep Probabilistic Traversability with Test-time Adaptation for Uncertainty-aware Planetary Rover Navigation Masafumi Endo Tatsunori Taniai Genya Ishigami 82 1 0 01 Sep 2024
chemtrain: Learning Deep Potential Models via Automatic Differentiation and Statistical Physics Paul Fuchs Stephan Thaler Sebastien Röcken Julija Zavadlav DiffM 172 10 0 28 Aug 2024
Drone-assisted Road Gaussian Splatting with Cross-view Uncertainty Saining Zhang Baijun Ye Xiaoxue Chen Yuantao Chen Zongzheng Zhang Cheng Peng Yongliang Shi Hao Zhao 3DGS 123 6 0 27 Aug 2024
Low-Budget Simulation-Based Inference with Bayesian Neural Networks Arnaud Delaunoy Maxence de la Brassinne Bonardeaux S. Mishra-Sharma Gilles Louppe 85 2 0 27 Aug 2024
Holistic Uncertainty Estimation For Open-Set Recognition Leonid Erlygin Alexey Zaytsev CVBM EDL UQCV 113 0 0 26 Aug 2024
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification S. Akansha 82 0 0 25 Aug 2024
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning Dillon Davis Huiji Gao Weiwei Guo Thomas Legrand Malay Haldar Alex Deng Han Zhao Liwei He Sanjeev Katariya 86 0 0 23 Aug 2024
Evidential Deep Partial Multi-View Classification With Discount Fusion Haojian Huang Zhe Liu S. Letchmunan Muhammet Deveci Mingwei Lin Weizhong Wang 111 4 0 23 Aug 2024
DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation Xiaowei Mao Yan Lin Shengnan Guo Yubin Chen Xingyu Xian Haomin Wen Qisen Xu Youfang Lin Huaiyu Wan 122 1 0 23 Aug 2024
Assessing the Uncertainty and Robustness of the Laptop Refurbishing Software Chengjie Lu Jiahui Wu Shaukat Ali Mikkel Labori Olsen UQCV 68 3 0 22 Aug 2024
Measuring Uncertainty Disentanglement Error in Classification Ivo Pascal de Jong A. Sburlea Matthia Sabatelli Matias Valdenegro-Toro UQCV UD PER 94 4 0 22 Aug 2024
On the Potential of Open-Vocabulary Models for Object Detection in Unusual Street Scenes Sadia Ilyas Ido Freeman Matthias Rottmann ObjD 117 3 0 20 Aug 2024
Learning Randomized Algorithms with Transformers J. Oswald Seijin Kobayashi Yassir Akram Angelika Steger AAML 88 1 0 20 Aug 2024
Unconditional Truthfulness: Learning Conditional Dependency for Uncertainty Quantification of Large Language Models Artem Vazhentsev Ekaterina Fadeeva Rui Xing Alexander Panchenko Preslav Nakov Timothy Baldwin Maxim Panov Artem Shelmanov HILM 66 3 0 20 Aug 2024
SSNeRF: Sparse View Semi-supervised Neural Radiance Fields with Augmentation Xiao Cao Beibei Lin Bo Wang Zhiyong Huang Robby T. Tan 74 1 0 17 Aug 2024
Learning to Explore for Stochastic Gradient MCMC Seunghyun Kim Seohyeon Jung Seonghyeon Kim Juho Lee BDL 106 1 0 17 Aug 2024
Predictive uncertainty estimation in deep learning for lung carcinoma classification in digital pathology under real dataset shifts A. Fayjie Jutika Borah F. Carbone Jan Tack Patrick Vandewalle OOD UQCV 80 2 0 15 Aug 2024
Decoder ensembling for learned latent geometries Stas Syrota Pablo Moreno-Muñoz Søren Hauberg DRL AI4CE 73 2 0 14 Aug 2024
UAHOI: Uncertainty-aware Robust Interaction Learning for HOI Detection Mu Chen Minghan Chen Yi Yang 131 5 0 14 Aug 2024
RSEA-MVGNN: Multi-View Graph Neural Network with Reliable Structural Enhancement and Aggregation Junyu Chen Long Shi Badong Chen 98 1 0 14 Aug 2024
Quantification of total uncertainty in the physics-informed reconstruction of CVSim-6 physiology Mario De Florio Zongren Zou Daniele E. Schiavazzi George Karniadakis 64 4 0 13 Aug 2024
Uncertainty Quantification in Alzheimer's Disease Progression Modeling Wael Mobeirek Shirley Mao OOD 39 0 0 13 Aug 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 155 7 0 13 Aug 2024
Uncertainty-Informed Volume Visualization using Implicit Neural Representation Shanu Saklani Chitwan Goel Shrey Bansal Zhe Wang Soumya Dutta Tushar M. Athawale D. Pugmire Christopher R. Johnson 104 0 0 12 Aug 2024
Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness Stanislav Fort Balaji Lakshminarayanan OOD AAML 76 7 0 08 Aug 2024
Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling Jian Xu Zhiqi Lin Shigui Li Min Chen Junmei Yang Delu Zeng John Paisley BDL 75 0 0 07 Aug 2024
Mitigating Malicious Attacks in Federated Learning via Confidence-aware Defense Qilei Li A. Abdelmoniem FedML AAML 89 0 0 05 Aug 2024