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
Confidence Estimation for Error Detection in Text-to-SQL Systems Oleg Somov Elena Tutubalina 88 2 0 17 Jan 2025
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning Abdullah Akgul Manuel Haußmann M. Kandemir OffRL 213 0 0 17 Jan 2025
Can Bayesian Neural Networks Explicitly Model Input Uncertainty? Matias Valdenegro-Toro Marco Zullich BDL PER UQCV UD 488 0 0 14 Jan 2025
Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach Mathieu Cocheteux Julien Moreau Franck Davoine 138 2 0 12 Jan 2025
Challenging reaction prediction models to generalize to novel chemistry John Bradshaw Anji Zhang Babak Mahjour David E. Graff Marwin H. S. Segler Connor W. Coley 80 2 0 11 Jan 2025
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Fuhang Liang Rucong Xu Deng Lin OOD 86 0 0 10 Jan 2025
Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting Adrien Lafage Mathieu Barbier Gianni Franchi David Filliat 85 3 0 08 Jan 2025
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification Shrihan Agarwal A. Ćiprijanović Brian D. Nord OOD 81 1 0 08 Jan 2025
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting Daojun Liang Haixia Zhang Dongfeng Yuan UQCV 146 0 0 08 Jan 2025
Partial-Label Learning with a Reject Option Tobias Fuchs Florian Kalinke Klemens Bohm 116 1 0 08 Jan 2025
Multi-layer Radial Basis Function Networks for Out-of-distribution Detection Amol Khanna Chenyi Ling Derek Everett Edward Raff Nathan Inkawhich OODD 123 0 0 05 Jan 2025
Reweighting Improves Conditional Risk Bounds Yikai Zhang Jiahe Lin Fengpei Li Songzhu Zheng Anant Raj Anderson Schneider Yuriy Nevmyvaka 62 1 0 04 Jan 2025
Multi-modal Evidential Fusion Network for Trustworthy PET/CT Tumor Segmentation Yuxuan Qi L. Lin Jiajun Wang Jingya Zhang Bin Zhang EDL MedIm 105 0 0 03 Jan 2025
Self-Supervised Likelihood Estimation with Energy Guidance for Anomaly Segmentation in Urban Scenes Yuanpeng Tu Yuxi Li Boshen Zhang Liang Liu Jing Zhang Yun Wang C. Zhao 259 4 0 03 Jan 2025
Calibrating Bayesian Learning via Regularization, Confidence Minimization, and Selective Inference Jiayi Huang Sangwoo Park Osvaldo Simeone 250 2 0 03 Jan 2025
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains Krzysztof Lis Matthias Rottmann Annika Mütze S. Honari Pascal Fua Mathieu Salzmann ViT 133 3 0 31 Dec 2024
JuniperLiu at CoMeDi Shared Task: Models as Annotators in Lexical Semantics Disagreements Zhu Liu Zhen Hu Ying Liu 97 0 0 31 Dec 2024
Multi-Scale Foreground-Background Confidence for Out-of-Distribution Segmentation Samuel Marschall Kira Maag 138 1 0 22 Dec 2024
Uncertainty Estimation for Super-Resolution using ESRGAN Maniraj Sai Adapa Marco Zullich Matias Valdenegro-Toro UQCV OOD 93 0 0 19 Dec 2024
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 107 0 0 18 Dec 2024
Uncertainty separation via ensemble quantile regression Navid Ansari Hans-Peter Seidel Vahid Babaei UD UQCV 127 0 0 18 Dec 2024
Optical aberrations in autonomous driving: Physics-informed parameterized temperature scaling for neural network uncertainty calibration D. Wolf Alexander Braun Markus Ulrich 269 0 0 18 Dec 2024
Open-World Panoptic Segmentation Matteo Sodano Federico Magistri Jens Behley Cyrill Stachniss VLM 157 0 0 17 Dec 2024
Sonar-based Deep Learning in Underwater Robotics: Overview, Robustness and Challenges Martin Aubard Ana Madureira Luis F. Teixeira José Pinto AAML 140 3 0 16 Dec 2024
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Boyang Xue Fei Mi Qi Zhu Hongru Wang Rui Wang Sheng Wang Erxin Yu Xuming Hu Kam-Fai Wong HILM 218 2 0 16 Dec 2024
Neural Network Meta Classifier: Improving the Reliability of Anomaly Segmentation Jurica Runtas Tomislav Petkovic UQCV 127 0 0 14 Dec 2024
U-FaceBP: Uncertainty-aware Bayesian Ensemble Deep Learning for Face Video-based Blood Pressure Measurement Yusuke Akamatsu Terumi Umematsu Hitoshi Imaoka CVBM 96 0 0 14 Dec 2024
Test-Time Alignment via Hypothesis Reweighting Yoonho Lee Jonathan Williams Henrik Marklund Archit Sharma E. Mitchell Anikait Singh Chelsea Finn 141 5 0 11 Dec 2024
Dense Cross-Connected Ensemble Convolutional Neural Networks for Enhanced Model Robustness Longwei Wang Xueqian Li Zheng Zhang 94 4 0 09 Dec 2024
Detecting Discrepancies Between AI-Generated and Natural Images Using Uncertainty Jun Nie Yonggang Zhang Tongliang Liu Y. Cheung Bo Han Xinmei Tian UQCV 133 1 0 08 Dec 2024
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions Ola Shorinwa Zhiting Mei Justin Lidard Allen Z. Ren Anirudha Majumdar HILM LRM 128 19 0 07 Dec 2024
Training-Free Bayesianization for Low-Rank Adapters of Large Language Models Haizhou Shi Yibin Wang Ligong Han Huatian Zhang Hao Wang UQCV 225 2 0 07 Dec 2024
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction Xiayin Lou Peng Luo Liqiu Meng 197 0 0 05 Dec 2024
Soft Checksums to Flag Untrustworthy Machine Learning Surrogate Predictions and Application to Atomic Physics Simulations Casey Lauer Robert C. Blake Jonathan B. Freund 114 0 0 04 Dec 2024
Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation Gianni Franchi Dat Nguyen Trong Nacim Belkhir Guoxuan Xia Andrea Pilzer UQLM 122 1 0 04 Dec 2024
Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning R. Krishnan Piyush Khanna Omesh Tickoo HILM 116 1 0 03 Dec 2024
Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching Arnav Kharbanda Advait Chandorkar UQCV 111 0 0 02 Dec 2024
Enhancing Zero-shot Chain of Thought Prompting via Uncertainty-Guided Strategy Selection Shanu Kumar Saish Mendke Karody Lubna Abdul Rahman Santosh Kurasa Parag Agrawal Sandipan Dandapat LLMAG LRM 138 3 0 30 Nov 2024
Average-Over-Time Spiking Neural Networks for Uncertainty Estimation in Regression Tao Sun Sander M. Bohté UQCV BDL 212 0 0 29 Nov 2024
Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty Estimation Michele De Vita Vasileios Belagiannis DiffM 151 1 0 29 Nov 2024
Exponential Moving Average of Weights in Deep Learning: Dynamics and Benefits Daniel Morales-Brotons Thijs Vogels Hadrien Hendrikx 190 23 0 27 Nov 2024
Streamlining Prediction in Bayesian Deep Learning Marcus Klasson Talal Alrawajfeh Mikko Heikkilä Martin Trapp UQCV BDL 232 2 0 27 Nov 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 286 1 0 25 Nov 2024
Customer Lifetime Value Prediction with Uncertainty Estimation Using Monte Carlo Dropout Xinzhe Cao Yadong Xu Xiaofeng Yang 118 0 0 24 Nov 2024
Benchmarking Active Learning for NILM Dhruv Patel Ankita Kumari Jain Haikoo Khandor Xhitij Choudhary Nipun Batra 101 0 0 24 Nov 2024
Ex Uno Pluria: Insights on Ensembling in Low Precision Number Systems G. Nam Juho Lee 133 0 0 22 Nov 2024
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 203 1 0 22 Nov 2024
Umbrella Reinforcement Learning -- computationally efficient tool for hard non-linear problems Egor E. Nuzhin Nikolai V. Brilliantov 95 1 0 21 Nov 2024
Improving OOD Generalization of Pre-trained Encoders via Aligned Embedding-Space Ensembles Shuman Peng Arash Khoeini Sharan Vaswani Martin Ester 149 0 0 20 Nov 2024
Mitigating Relative Over-Generalization in Multi-Agent Reinforcement Learning Ting Zhu Yue Jin Jeremie Houssineau Giovanni Montana 71 0 0 17 Nov 2024