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Uncertainty Quantification

Papers

Showing 10761100 of 2366 papers

TitleStatusHype
Feedforward neural networks as statistical models: Improving interpretability through uncertainty quantification0
Uncertainty Quantification in Neural-Network Based Pain Intensity Estimation0
Probabilistic Physics-integrated Neural Differentiable Modeling for Isothermal Chemical Vapor Infiltration Process0
Uncertainty estimation of machine learning spatial precipitation predictions from satellite data0
Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning0
EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road AutonomyCode2
Early-Exit Neural Networks with Nested Prediction Sets0
Improvements on Uncertainty Quantification for Node Classification via Distance-Based RegularizationCode0
Perfecting Liquid-State Theories with Machine Intelligence0
Uncertainty Wrapper in the medical domain: Establishing transparent uncertainty quantification for opaque machine learning models in practice0
Evaluating Uncertainty Quantification approaches for Neural PDEs in scientific applications0
Uncertainty Quantification in Multivariable Regression for Material Property Prediction with Bayesian Neural NetworksCode0
Uncertainty Quantification of Deep Learning for Spatiotemporal Data: Challenges and Opportunities0
Neural SPDE solver for uncertainty quantification in high-dimensional space-time dynamics0
Bayesian Quantile Regression with Subset Selection: A Decision Analysis Perspective0
Reproducible Parameter Inference Using Bagged Posteriors0
Local Bayesian Dirichlet mixing of imperfect models0
On Gaussian Process Priors in Conditional Moment Restriction Models0
Data-Driven Model Selections of Second-Order Particle Dynamics via Integrating Gaussian Processes with Low-Dimensional Interacting Structures0
Uncertainty quantification and out-of-distribution detection using surjective normalizing flowsCode0
Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty0
An Embedded Diachronic Sense Change Model with a Case Study from Ancient GreekCode0
Robust and Conjugate Gaussian Process RegressionCode0
Stochastic Time-Optimal Trajectory Planning for Connected and Automated Vehicles in Mixed-Traffic Merging Scenarios0
Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows0
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