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Uncertainty Quantification

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Showing 501–550 of 2366 papers

TitleStatusHype
Frequentist Uncertainty in Recurrent Neural Networks via Blockwise Influence FunctionsCode0
A Deep Learning-Accelerated Data Assimilation and Forecasting Workflow for Commercial-Scale Geologic Carbon StorageCode0
Bayesian Quantification with Black-Box EstimatorsCode0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Flexible Amortized Variational Inference in qBOLD MRICode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
Flat Posterior Does Matter For Bayesian Model AveragingCode0
Flexible Heteroscedastic Count Regression with Deep Double Poisson NetworksCode0
Achieving Equalized Odds by Resampling Sensitive AttributesCode0
Fixing Overconfidence in Dynamic Neural NetworksCode0
Forecasting Local Ionospheric Parameters Using TransformersCode0
Full-field surrogate modeling of cardiac function encoding geometric variabilityCode0
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill RecognitionCode0
Bayesian Parameter Estimation for Dynamical Models in Systems BiologyCode0
A Bayesian Multiscale Deep Learning Framework for Flows in Random MediaCode0
Achieving Distributive Justice in Federated Learning via Uncertainty QuantificationCode0
Bayesian Optical Flow with Uncertainty QuantificationCode0
Variational Inference for Uncertainty Quantification: an Analysis of Trade-offsCode0
Fast Instrument Learning with Faster RatesCode0
FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration DetectionCode0
Full-waveform earthquake source inversion using simulation-based inferenceCode0
An Online Bootstrap for Time SeriesCode0
Uncertainty Quantification for Fairness in Two-Stage Recommender SystemsCode0
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures EmulationCode0
Fast and Accurate Emulation of the SDO/HMI Stokes Inversion with Uncertainty QuantificationCode0
Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic BeliefsCode0
Extracting Usable Predictions from Quantized Networks through Uncertainty Quantification for OOD DetectionCode0
Probabilistic AutoRegressive Neural Networks for Accurate Long-range ForecastingCode0
Bayesian Neural Controlled Differential Equations for Treatment Effect EstimationCode0
Exploring the Limits of Epistemic Uncertainty Quantification in Low-Shot SettingsCode0
Extrapolation-Aware Nonparametric Statistical InferenceCode0
Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series dataCode0
Bayesian Modeling of Zero-Shot Classifications for Urban Flood DetectionCode0
Expectation consistency for calibration of neural networksCode0
A new method of modeling the multi-stage decision-making process of CRT using machine learning with uncertainty quantificationCode0
Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural NetworksCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
E-Values Expand the Scope of Conformal PredictionCode0
A Bayesian - Deep Learning model for estimating Covid-19 evolution in SpainCode0
Fully Bayesian inference for latent variable Gaussian process modelsCode0
Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage?Code0
An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention NetworksCode0
Bayesian Joint Additive Factor Models for Multiview LearningCode0
Estimating prevalence with precision and accuracyCode0
Equivariant Neural Simulators for Stochastic Spatiotemporal DynamicsCode0
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy SegmentationCode0
An Embedded Diachronic Sense Change Model with a Case Study from Ancient GreekCode0
Bayesian imaging inverse problem with SA-Roundtrip prior via HMC-pCN samplerCode0
EquiNO: A Physics-Informed Neural Operator for Multiscale SimulationsCode0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
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