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Uncertainty Quantification

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Showing 2301–2350 of 2366 papers

TitleStatusHype
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data AcquisitionCode0
MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection DataCode0
Decision-Focused Uncertainty QuantificationCode0
MUBen: Benchmarking the Uncertainty of Molecular Representation ModelsCode0
Wasserstein Gradient Boosting: A Framework for Distribution-Valued Supervised LearningCode0
Regression-based Melody Estimation with Uncertainty QuantificationCode0
Regression Conformal Prediction under BiasCode0
Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General BrighamCode0
Adversarial Uncertainty Quantification in Physics-Informed Neural NetworksCode0
Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning ApproachCode0
Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion SegmentationCode0
Relaxed Quantile Regression: Prediction Intervals for Asymmetric NoiseCode0
Bayesian Evidential Deep Learning with PAC RegularizationCode0
A deep-learning based Bayesian approach to seismic imaging and uncertainty quantificationCode0
Reliable deep-learning-based phase imaging with uncertainty quantificationCode0
Structured methods for parameter inference and uncertainty quantification for mechanistic models in the life sciencesCode0
Structured Variational Inference in Continuous Cox Process ModelsCode0
Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal predictionCode0
Multi-Head Multi-Loss Model CalibrationCode0
Uncertainty Quantification of Spatiotemporal Travel Demand with Probabilistic Graph Neural NetworksCode0
A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observablesCode0
Subgroup-Specific Risk-Controlled Dose Estimation in RadiotherapyCode0
Uncertainty-aware Traffic Prediction under Missing DataCode0
Quantifying Representation Reliability in Self-Supervised Learning ModelsCode0
De-biasing "bias" measurementCode0
Representing and extending ensembles of parsimonious evolutionary histories with a directed acyclic graphCode0
Multi-model Ensemble Conformal Prediction in Dynamic EnvironmentsCode0
Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite DataCode0
Subsurface Characterization using Ensemble-based Approaches with Deep Generative ModelsCode0
Calibrated Computation-Aware Gaussian ProcessesCode0
Bayesian Continual Learning via Spiking Neural NetworksCode0
Multi-Source Conformal Inference Under Distribution ShiftCode0
Supervised Kernel ThinningCode0
Multi-Symmetry Ensembles: Improving Diversity and Generalization via Opposing SymmetriesCode0
Supervised Uncertainty Quantification for Segmentation with Multiple AnnotationsCode0
A Priori Uncertainty Quantification of Reacting Turbulence Closure Models using Bayesian Neural NetworksCode0
Revisiting Bayesian Autoencoders with MCMCCode0
Debiased Bayesian inference for average treatment effectsCode0
Surrogate-assisted Bayesian inversion for landscape and basin evolution modelsCode0
Building Conformal Prediction Intervals with Approximate Message PassingCode0
Surrogate-assisted parallel tempering for Bayesian neural learningCode0
Bayesian Concept Bottleneck Models with LLM PriorsCode0
SurvUnc: A Meta-Model Based Uncertainty Quantification Framework for Survival AnalysisCode0
Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and InterpretationCode0
SweiNet: Deep Learning Based Uncertainty Quantification for Ultrasound Shear Wave Elasticity ImagingCode0
Bayesian computation with generative diffusion models by Multilevel Monte CarloCode0
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented GenerationCode0
Nearest Neighbor Dirichlet MixturesCode0
Measuring Uncertainty through Bayesian Learning of Deep Neural Network StructureCode0
Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace ApplicationsCode0
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