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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
Variational Bayesian Bow tie Neural Networks with Shrinkage Alisa Sheinkman Sara Wade BDL UQCV 100 0 0 17 Nov 2024
Targeting Negative Flips in Active Learning using Validation Sets Ryan Benkert Mohit Prabhushankar Ghassan AlRegib AAML 81 0 0 16 Nov 2024
Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems Benjamin Kolicic Alberto Caron Chris Hicks V. Mavroudis AI4CE 89 0 0 14 Nov 2024
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification Jannik Franzen Claudia Winklmayr Vanessa Emanuela Guarino Christoph Karg Xiaoyan Yu Nora Koreuber Jan P. Albrecht Philip Bischoff Dagmar Kainmueller 130 0 0 11 Nov 2024
Data-Driven Gradient Optimization for Field Emission Management in a Superconducting Radio-Frequency Linac Steven Goldenberg Kawser Ahammed A. Carpenter Jiang Li Riad Suleiman C. Tennant AI4CE 63 0 0 11 Nov 2024
Model Fusion through Bayesian Optimization in Language Model Fine-Tuning Chaeyun Jang Hyungi Lee Jungtaek Kim Juho Lee MoMe 136 4 0 11 Nov 2024
Are Deep Learning Methods Suitable for Downscaling Global Climate Projections? Review and Intercomparison of Existing Models Jose González-Abad José Manuel Gutiérrez AI4Cl 74 0 0 06 Nov 2024
To Ask or Not to Ask? Detecting Absence of Information in Vision and Language Navigation Savitha Sam Abraham Sourav Garg Feras Dayoub 142 0 0 06 Nov 2024
vMF-Contact: Uncertainty-aware Evidential Learning for Probabilistic Contact-grasp in Noisy Clutter Yitian Shi Edgar Welte Maximilian Gilles Rania Rayyes 164 5 0 06 Nov 2024
Confidence Calibration of Classifiers with Many Classes Adrien LeCoz Stéphane Herbin Faouzi Adjed UQCV 82 1 0 05 Nov 2024
Stein Variational Newton Neural Network Ensembles Klemens Flöge Mohammed Abdul Moeed Vincent Fortuin BDL UQCV 113 0 0 04 Nov 2024
Sample-Efficient Alignment for LLMs Zichen Liu Changyu Chen Chao Du Wee Sun Lee Min Lin 102 4 0 03 Nov 2024
Supervised Score-Based Modeling by Gradient Boosting Changyuan Zhao Hongyang Du Guangyuan Liu Dusit Niyato DiffM 91 0 0 02 Nov 2024
FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration Detection Simon Gutwein Martin Kampel Sabine Taschner-Mandl Roxane Licandro MedIm 85 0 0 01 Nov 2024
How many classifiers do we need? Hyunsuk Kim Liam Hodgkinson Ryan Theisen Michael W. Mahoney 131 0 0 01 Nov 2024
Adaptive Residual Transformation for Enhanced Feature-Based OOD Detection in SAR Imagery Kyung-Hwan Lee Kyung-Tae Kim 77 0 0 01 Nov 2024
Enhancing Diversity in Bayesian Deep Learning via Hyperspherical Energy Minimization of CKA David Smerkous Qinxun Bai Fuxin Li BDL 119 1 0 31 Oct 2024
Uncertainty Estimation for 3D Object Detection via Evidential Learning Nikita Durasov Rafid Mahmood Jiwoong Choi Marc T. Law James Lucas Pascal Fua Jose M. Alvarez UQCV EDL 3DPC 92 2 0 31 Oct 2024
TabM: Advancing Tabular Deep Learning with Parameter-Efficient Ensembling Yury Gorishniy Akim Kotelnikov Artem Babenko LMTD MoE 276 13 0 31 Oct 2024
A Monte Carlo Framework for Calibrated Uncertainty Estimation in Sequence Prediction Qidong Yang Weicheng Zhu Joseph Keslin L. Zanna Tim G. J. Rudner Carlos Fernandez-Granda BDL UQCV AI4TS 78 0 0 30 Oct 2024
Permutation Invariant Learning with High-Dimensional Particle Filters Akhilan Boopathy Aneesh Muppidi Peggy Yang Abhiram Iyer William Yue Ila R Fiete SSL 85 0 0 30 Oct 2024
Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings Yashvir S. Grewal Edwin V. Bonilla Thang D. Bui UQCV 84 9 0 30 Oct 2024
Legitimate ground-truth-free metrics for deep uncertainty classification scoring Arthur Pignet Chiara Regniez John Klein 182 1 0 30 Oct 2024
Enhancing Safety and Robustness of Vision-Based Controllers via Reachability Analysis Kaustav Chakraborty Aryaman Gupta Somil Bansal 80 3 0 29 Oct 2024
CODES: Benchmarking Coupled ODE Surrogates Robin Janssen Immanuel Sulzer Tobias Buck OffRL 42 1 0 28 Oct 2024
Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models Mohammad Beigi Sijia Wang Ying Shen Zihao Lin Adithya Kulkarni ... Ming Jin Jin-Hee Cho Dawei Zhou Chang-Tien Lu Lifu Huang 87 1 0 26 Oct 2024
Ensembling Finetuned Language Models for Text Classification Sebastian Pineda Arango Maciej Janowski Lennart Purucker Arber Zela Frank Hutter Josif Grabocka 73 0 0 25 Oct 2024
Uncertainty-Error correlations in Evidential Deep Learning models for biomedical segmentation Hai Siong Tan Kuancheng Wang R. Mcbeth UQCV 70 0 0 24 Oct 2024
Calibrating Deep Neural Network using Euclidean Distance Wenhao Liang Chang George Dong Liangwei Nathan Zheng Zhengyang Li Wei Emma Zhang Weitong Chen UQCV 124 2 0 23 Oct 2024
Can Uncertainty Quantification Enable Better Learning-based Index Tuning? Tao Yu Zhaonian Zou Hao Xiong 54 1 0 23 Oct 2024
Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections M. Miani Hrittik Roy Søren Hauberg UQCV BDL 112 0 0 22 Oct 2024
Theoretical Limitations of Ensembles in the Age of Overparameterization Niclas Dern John P. Cunningham Geoff Pleiss BDL UQCV 90 1 0 21 Oct 2024
A Survey of Uncertainty Estimation in LLMs: Theory Meets Practice Hsiu-Yuan Huang Yutong Yang Zhaoxi Zhang Sanwoo Lee Yunfang Wu 126 23 0 20 Oct 2024
Conditional Uncertainty Quantification for Tensorized Topological Neural Networks Yujia Wu Bo Yang Yang Zhao Elynn Chen Yuzhou Chen Zheshi Zheng 95 2 0 20 Oct 2024
A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators Han Zhou Jordy Van Landeghem Teodora Popordanoska Matthew B. Blaschko 149 3 0 20 Oct 2024
What's New in My Data? Novelty Exploration via Contrastive Generation Masaru Isonuma Ivan Titov 59 0 0 18 Oct 2024
A Hybrid Feature Fusion Deep Learning Framework for Leukemia Cancer Detection in Microscopic Blood Sample Using Gated Recurrent Unit and Uncertainty Quantification Maksuda Akter Rabea Khatun Md Manowarul Islam 26 0 0 18 Oct 2024
Constrained Recurrent Bayesian Forecasting for Crack Propagation Sara Yasmine Ouerk Olivier Vo Van Mouadh Yagoubi 78 0 0 18 Oct 2024
Probabilistic U-Net with Kendall Shape Spaces for Geometry-Aware Segmentations of Images Jiyoung Park Günay Doğan UQCV 55 0 0 17 Oct 2024
The Disparate Benefits of Deep Ensembles Kajetan Schweighofer Adrián Arnaiz-Rodríguez Sepp Hochreiter Nuria Oliver FedML 86 1 0 17 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation Yiming Wang Pei Zhang Baosong Yang Derek F. Wong Rui Wang LRM 115 15 0 17 Oct 2024
TPFL: A Trustworthy Personalized Federated Learning Framework via Subjective Logic Jinqian Chen Jihua Zhu 140 0 0 16 Oct 2024
Consistency Calibration: Improving Uncertainty Calibration via Consistency among Perturbed Neighbors Linwei Tao Haolan Guo Minjing Dong Chang Xu UQCV AAML 60 2 0 16 Oct 2024
Dual Action Policy for Robust Sim-to-Real Reinforcement Learning Ng Wen Zheng Terence Chen Jianda 74 0 0 16 Oct 2024
PSVMA+: Exploring Multi-granularity Semantic-visual Adaption for Generalized Zero-shot Learning Man Liu H. Bai Feng-Qiang Li Chunjie Zhang Y. X. Wei Meng Wang Tat-Seng Chua Yao Zhao 121 0 0 15 Oct 2024
Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling Guiyu Zhang Huan-ang Gao Zijian Jiang Hao Zhao Zhedong Zheng EGVM 119 6 0 15 Oct 2024
Bayes Adaptive Monte Carlo Tree Search for Offline Model-based Reinforcement Learning Jiayu Chen Wentse Chen Jeff Schneider OffRL 96 4 0 15 Oct 2024
Probabilistic Degeneracy Detection for Point-to-Plane Error Minimization Johan Hatleskog Kostas Alexis 3DPC 105 3 0 14 Oct 2024
Conformalized Reachable Sets for Obstacle Avoidance With Spheres Yongseok Kwon Jonathan Michaux Seth Isaacson Bohao Zhang Matthew Ejakov Katherine A. Skinner Ram Vasudevan 76 2 0 13 Oct 2024
Many-body Expansion Based Machine Learning Models for Octahedral Transition Metal Complexes Ralf Meyer Daniel B K Chu Heather J. Kulik 34 1 0 12 Oct 2024