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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
Multimodal Graph Representation Learning for Robust Surgical Workflow Recognition with Adversarial Feature Disentanglement Long Bai Boyi Ma Ruohan Wang Guankun Wang Beilei Cui ... Mobarakol Islam Zhe Min Jiewen Lai Nassir Navab Hongliang Ren 128 0 0 03 May 2025
The Comparability of Model Fusion to Measured Data in Confuser Rejection Conor Flynn Christopher Ebersole Edmund Zelnio 88 0 0 01 May 2025
Data-driven operator learning for energy-efficient building control Yuexin Bian Yuanyuan Shi AI4CE 126 0 0 30 Apr 2025
Open-set Anomaly Segmentation in Complex Scenarios Song Xia Yi Yu Henghui Ding Wenhan Yang Shixuan Liu Alex C. Kot Xudong Jiang DiffM 85 0 0 28 Apr 2025
Model uncertainty quantification using feature confidence sets for outcome excursions Junting Ren Armin Schwartzman 100 0 0 28 Apr 2025
Audio-Driven Talking Face Video Generation with Joint Uncertainty Learning Yifan Xie Fei Ma Yi Bin Ying He Fei Richard Yu 103 0 0 26 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 165 0 0 25 Apr 2025
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression Christopher Bülte Yusuf Sale Timo Löhr Paul Hofman Gitta Kutyniok Eyke Hüllermeier UD 125 3 0 25 Apr 2025
Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models Julius Vetter Manuel Gloeckler Daniel Gedon Jakob H Macke 115 1 0 24 Apr 2025
Lessons from Deploying Learning-based CSI Localization on a Large-Scale ISAC Platform Tianyu Zhang Dongheng Zhang Ruixu Geng Xuecheng Xie Shuai Yang Yan Chen 122 0 0 24 Apr 2025
Evaluating Uncertainty in Deep Gaussian Processes Matthijs van der Lende Jeremias Lino Ferrao Niclas Müller-Hof UQCV 70 0 0 24 Apr 2025
Offline Robotic World Model: Learning Robotic Policies without a Physics Simulator Chenhao Li Andreas Krause Marco Hutter OffRL 56 0 0 23 Apr 2025
Conditional Diffusion-Based Retrieval of Atmospheric CO2 from Earth Observing Spectroscopy William R. Keely Otto Lamminpää Steffen Mauceri Sean M. R. Crowell Christopher W. O'Dell Gregory R. McGarragh 214 0 0 23 Apr 2025
Bayesian Autoencoder for Medical Anomaly Detection: Uncertainty-Aware Approach for Brain 2 MRI Analysis Dip Roy UQCV 82 0 0 22 Apr 2025
From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning Zhe Huang Simone Rossi Rui Yuan T. Hannagan 83 0 0 22 Apr 2025
Multimodal Perception for Goal-oriented Navigation: A Survey I-Tak Ieong Hao Tang LM&Ro LRM 102 0 0 22 Apr 2025
Establishing Reliability Metrics for Reward Models in Large Language Models Yizhou Chen Yawen Liu Xuesi Wang Qingtao Yu Guangda Huzhang Anxiang Zeng Han Yu Zhiming Zhou 86 0 0 21 Apr 2025
Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields Brandon Zhao A. Levis Liam Connor Pratul P. Srinivasan Katherine Bouman 74 0 0 21 Apr 2025
Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping Jose Marie Antonio Minoza AI4CE 40 0 0 19 Apr 2025
Learning from Stochastic Teacher Representations Using Student-Guided Knowledge Distillation Muhammad Haseeb Aslam Clara Martinez M. Pedersoli Alessandro Lameiras Koerich Ali Etemad Eric Granger 73 0 0 19 Apr 2025
Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation Duy Nguyen Quan Huu Do Khoa D. Doan Minh N. Do 75 0 0 18 Apr 2025
FLOSS: Free Lunch in Open-vocabulary Semantic Segmentation Yasser Benigmim Mohammad Fahes Tuan-Hung Vu Andrei Bursuc Raoul de Charette VLM 141 0 0 14 Apr 2025
Epistemic Uncertainty-aware Recommendation Systems via Bayesian Deep Ensemble Learning Radin Cheraghi Amir Mohammad Mahfoozi Sepehr Zolfaghari Mohammadshayan Shabani Maryam Ramezani Hamid R. Rabiee BDL UQCV CML 113 0 0 14 Apr 2025
Boosting-inspired online learning with transfer for railway maintenance Diogo Risca Afonso Lourenço Goreti Marreiros 69 0 0 11 Apr 2025
Road Grip Uncertainty Estimation Through Surface State Segmentation Jyri Maanpää Julius Pesonen Iaroslav Melekhov H. Hyyti Juha Hyyppa 71 0 0 11 Apr 2025
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging Canberk Ekmekci Müjdat Çetin UQCV MedIm 85 0 0 10 Apr 2025
Deep Learning Meets Teleconnections: Improving S2S Predictions for European Winter Weather P. Bommer M. Kretschmer Fiona R. Spuler Kirill Bykov Marina M.-C. Höhne AI4Cl 49 1 0 10 Apr 2025
Are We Done with Object-Centric Learning? Alexander Rubinstein Ameya Prabhu Matthias Bethge Seong Joon Oh OCL 1.0K 2 0 09 Apr 2025
Noisy Deep Ensemble: Accelerating Deep Ensemble Learning via Noise Injection Shunsuke Sakai Shunsuke Tsuge Tatsuhito Hasegawa 44 0 0 08 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Ziyi Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 169 2 0 08 Apr 2025
Prior2Former -- Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation Sebastian Schmidt Julius Körner Dominik Fuchsgruber Stefano Gasperini F. Tombari Stephan Günnemann 86 0 0 07 Apr 2025
Explaining Low Perception Model Competency with High-Competency Counterfactuals Sara Pohland Claire Tomlin DiffM AAML 95 0 0 07 Apr 2025
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 78 3 0 07 Apr 2025
Modeling of AUV Dynamics with Limited Resources: Efficient Online Learning Using Uncertainty Michal Tešnar Bilal Wehbe Matias Valdenegro-Toro 114 0 0 06 Apr 2025
ATM-Net: Anatomy-Aware Text-Guided Multi-Modal Fusion for Fine-Grained Lumbar Spine Segmentation Sheng Lian Dengfeng Pan Jianlong Cai Guang-Yong Chen Zhun Zhong Zhiming Luo Shen Zhao Shuo Li 82 1 0 04 Apr 2025
Improving Counterfactual Truthfulness for Molecular Property Prediction through Uncertainty Quantification Jonas Teufel Annika Leinweber Pascal Friederich 150 0 0 03 Apr 2025
UAKNN: Label Distribution Learning via Uncertainty-Aware KNN Pu Wang Yu Zhang Zhuoran Zheng 91 0 0 02 Apr 2025
A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates Gonçalo Gomes Bruno Martins Chrysoula Zerva 88 0 0 01 Apr 2025
Free360: Layered Gaussian Splatting for Unbounded 360-Degree View Synthesis from Extremely Sparse and Unposed Views Chong Bao Xiyu Zhang Zehao Yu Jiale Shi Guofeng Zhang Songyou Peng Zhaopeng Cui 3DGS 3DV 91 0 0 31 Mar 2025
Uncertainty-Instructed Structure Injection for Generalizable HD Map Construction Xiaolu Liu Ruizi Yang Song Wang Wentong Li Jintai Chen Jianke Zhu 88 0 0 29 Mar 2025
Probabilistic Uncertain Reward Model Wangtao Sun Xiang Cheng Xing Yu Haotian Xu Zhao Yang Shizhu He Jun Zhao Kang Liu 179 0 0 28 Mar 2025
Uncertainty Weighted Gradients for Model Calibration Jinxu Lin Linwei Tao Minjing Dong Chang Xu UQCV 139 0 0 26 Mar 2025
Hyperdimensional Uncertainty Quantification for Multimodal Uncertainty Fusion in Autonomous Vehicles Perception Luke Chen Junyao Wang Trier Mortlock Pramod P. Khargonekar M. A. Al Faruque UQCV 145 0 0 25 Mar 2025
A scalable gene network model of regulatory dynamics in single cells Paul Bertin J. Viviano Alejandro Tejada-Lapuerta Weixu Wang Stefan Bauer Fabian J. Theis Yoshua Bengio 84 0 0 25 Mar 2025
The case for delegated AI autonomy for Human AI teaming in healthcare Yan Jia Harriet Evans Zoe Porter S. Graham John McDermid T. Lawton David R. J. Snead Ibrahim Habli 109 0 0 24 Mar 2025
Language Model Uncertainty Quantification with Attention Chain Yinghao Li Rushi Qiang Lama Moukheiber Chao Zhang LRM 92 3 0 24 Mar 2025
Uncertainty-Aware Decomposed Hybrid Networks Sina Ditzel Achref Jaziri Iuliia Pliushch Visvanathan Ramesh UQCV 136 0 0 24 Mar 2025
Adapt, Agree, Aggregate: Semi-Supervised Ensemble Labeling for Graph Convolutional Networks Maryam Abdolali Romina Zakerian Behnam Roshanfekr Fardin Ayar Mohammad Rahmati 109 0 0 22 Mar 2025
Beyond Accuracy: What Matters in Designing Well-Behaved Models? Robin Hesse Doğukan Bağcı Bernt Schiele Simone Schaub-Meyer Stefan Roth VLM 109 0 0 21 Mar 2025
Offline Model-Based Optimization: Comprehensive Review Minsu Kim Jiayao Gu Ye Yuan Taeyoung Yun Ziqiang Liu Yoshua Bengio Can Chen OffRL 121 4 0 21 Mar 2025