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Uncertainty Quantification

Papers

Showing 901925 of 2366 papers

TitleStatusHype
Posterior Uncertainty Quantification in Neural Networks using Data AugmentationCode0
Pessimistic Causal Reinforcement Learning with Mediators for Confounded Offline Data0
Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects0
Function-space Parameterization of Neural Networks for Sequential LearningCode0
Variation Due to Regularization Tractably Recovers Bayesian Deep Learning0
Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEsCode0
Fast and reliable uncertainty quantification with neural network ensembles for industrial image classification0
Uncertainty Quantification for cross-subject Motor Imagery classificationCode0
A Framework for Strategic Discovery of Credible Neural Network Surrogate Models under Uncertainty0
On the Convergence of Locally Adaptive and Scalable Diffusion-Based Sampling Methods for Deep Bayesian Neural Network PosteriorsCode0
Towards a Framework for Deep Learning Certification in Safety-Critical Applications Using Inherently Safe Design and Run-Time Error Detection0
Discovering High-Strength Alloys via Physics-Transfer Learning0
Uncertainty Quantification with Deep Ensembles for 6D Object Pose Estimation0
Scalable Spatiotemporal Prediction with Bayesian Neural FieldsCode2
Koopman Ensembles for Probabilistic Time Series ForecastingCode0
Model-Free Local Recalibration of Neural Networks0
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty Quantification0
End-to-end Conditional Robust Optimization0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
ProbSAINT: Probabilistic Tabular Regression for Used Car Pricing0
Uncertainty quantification for deeponets with ensemble kalman inversion0
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Scalable Bayesian inference for the generalized linear mixed model0
Structured methods for parameter inference and uncertainty quantification for mechanistic models in the life sciencesCode0
On Fractional Moment Estimation from Polynomial Chaos Expansion0
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