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Uncertainty Quantification

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Showing 2001–2025 of 2366 papers

TitleStatusHype
Variational Inference for Uncertainty Quantification: an Analysis of Trade-offsCode0
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled ApproachCode0
History-Based, Bayesian, Closure for Stochastic Parameterization: Application to Lorenz '96Code0
Toward Robust Uncertainty Estimation with Random Activation FunctionsCode0
Uncertainty Quantification using Variational Inference for Biomedical Image SegmentationCode0
Horseshoe Regularization for Feature Subset SelectionCode0
Uncertainty quantification in fine-tuned LLMs using LoRA ensemblesCode0
Velocity continuation with Fourier neural operators for accelerated uncertainty quantificationCode0
PDE-DKL: PDE-constrained deep kernel learning in high dimensionalityCode0
Conformal Risk Control for Pulmonary Nodule DetectionCode0
Bagging, optimized dynamic mode decomposition (BOP-DMD) for robust, stable forecasting with spatial and temporal uncertainty-quantificationCode0
Uncertainty quantification and out-of-distribution detection using surjective normalizing flowsCode0
Negative impact of heavy-tailed uncertainty and error distributions on the reliability of calibration statistics for machine learning regression tasksCode0
Empirical Frequentist Coverage of Deep Learning Uncertainty Quantification ProceduresCode0
Accelerating Convergence in Bayesian Few-Shot ClassificationCode0
Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear ModelCode0
Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty QuantificationCode0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
An Online Bootstrap for Time SeriesCode0
Hyperbolic Secant representation of the logistic function: Application to probabilistic Multiple Instance Learning for CT intracranial hemorrhage detectionCode0
AMPL: A Data-Driven Modeling Pipeline for Drug DiscoveryCode0
Hyperparameter Ensembles for Robustness and Uncertainty QuantificationCode0
Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEsCode0
Semantic Consistency-Based Uncertainty Quantification for Factuality in Radiology Report GenerationCode0
Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty QuantificationCode0
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