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Uncertainty Quantification

Papers

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Showing 451–500 of 2366 papers

TitleStatusHype
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Benchmarking Probabilistic Deep Learning Methods for License Plate RecognitionCode0
A parametric framework for kernel-based dynamic mode decomposition using deep learningCode0
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
Active Inference Meeting Energy-Efficient Control of Parallel and Identical MachinesCode0
Length Optimization in Conformal PredictionCode0
Fast Instrument Learning with Faster RatesCode0
Being a Bit Frequentist Improves Bayesian Neural NetworksCode0
A deep-learning based Bayesian approach to seismic imaging and uncertainty quantificationCode0
Fast and Accurate Emulation of the SDO/HMI Stokes Inversion with Uncertainty QuantificationCode0
An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age ModelingCode0
Smooth Sailing: Lipschitz-Driven Uncertainty Quantification for Spatial AssociationCode0
Uncertainty Quantification for Fairness in Two-Stage Recommender SystemsCode0
Bayeslands: A Bayesian inference approach for parameter uncertainty quantification in BadlandsCode0
Extrapolation-Aware Nonparametric Statistical InferenceCode0
Bayesian uncertainty quantification for data-driven equation learningCode0
Extracting Usable Predictions from Quantized Networks through Uncertainty Quantification for OOD DetectionCode0
Complementing Brightness Constancy with Deep Networks for Optical Flow PredictionCode0
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures EmulationCode0
A Closed-Form Uncertainty Propagation in Non-Rigid Structure from MotionCode0
Bayesian Spillover Graphs for Dynamic NetworksCode0
Active Learning for Deep Gaussian Process SurrogatesCode0
Conceptualizing UncertaintyCode0
A Study on the Calibration of In-context LearningCode0
Expectation consistency for calibration of neural networksCode0
MetaDetect: Uncertainty Quantification and Prediction Quality Estimates for Object DetectionCode0
Deep Adaptive Arbitrary Polynomial Chaos Expansion: A Mini-data-driven Semi-supervised Method for Uncertainty QuantificationCode0
Minimal Achievable Sufficient Statistic LearningCode0
Exploring the Limits of Epistemic Uncertainty Quantification in Low-Shot SettingsCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
Achieving Well-Informed Decision-Making in Drug Discovery: A Comprehensive Calibration Study using Neural Network-Based Structure-Activity ModelsCode0
Modeling and inference of spatio-temporal protein dynamics across brain networksCode0
Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural NetworksCode0
Conditional Prediction ROC Bands for Graph ClassificationCode0
Model uncertainty quantification using feature confidence sets for outcome excursionsCode0
Moment-based parameter inference with error guarantees for stochastic reaction networksCode0
MUBen: Benchmarking the Uncertainty of Molecular Representation ModelsCode0
Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General BrighamCode0
Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic BeliefsCode0
Multi-model Ensemble Conformal Prediction in Dynamic EnvironmentsCode0
Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series dataCode0
Bayesian score calibration for approximate modelsCode0
Estimation and Applications of Quantiles in Deep Binary ClassificationCode0
Estimation of spatio-temporal extremes via generative neural networksCode0
A Deep Learning-Accelerated Data Assimilation and Forecasting Workflow for Commercial-Scale Geologic Carbon StorageCode0
Bayesian Quantification with Black-Box EstimatorsCode0
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy SegmentationCode0
Conformal Depression PredictionCode0
Evaluating Bayesian Deep Learning Methods for Semantic SegmentationCode0
Equivariant Neural Simulators for Stochastic Spatiotemporal DynamicsCode0
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