| Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition | Jan 30, 2025 | Active LearningDisentanglement | CodeCode Available | 0 |
| MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection Data | Nov 12, 2024 | SegmentationUncertainty Quantification | CodeCode Available | 0 |
| Decision-Focused Uncertainty Quantification | Oct 2, 2024 | Conformal PredictionDecision Making | CodeCode Available | 0 |
| MUBen: Benchmarking the Uncertainty of Molecular Representation Models | Jun 14, 2023 | BenchmarkingDrug Discovery | CodeCode Available | 0 |
| Wasserstein Gradient Boosting: A Framework for Distribution-Valued Supervised Learning | May 15, 2024 | regressionUncertainty Quantification | CodeCode Available | 0 |
| Regression-based Melody Estimation with Uncertainty Quantification | May 8, 2025 | regressionUncertainty Quantification | CodeCode Available | 0 |
| Regression Conformal Prediction under Bias | Oct 7, 2024 | Computed Tomography (CT)Conformal Prediction | CodeCode Available | 0 |
| Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General Brigham | May 5, 2022 | Deep LearningDiagnostic | CodeCode Available | 0 |
| Adversarial Uncertainty Quantification in Physics-Informed Neural Networks | Nov 9, 2018 | Uncertainty Quantification | CodeCode Available | 0 |
| Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach | May 31, 2024 | Decision MakingGaussian Processes | CodeCode Available | 0 |
| Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion Segmentation | Nov 15, 2023 | Lesion SegmentationMedical Image Analysis | CodeCode Available | 0 |
| Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise | Jun 5, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Bayesian Evidential Deep Learning with PAC Regularization | Jun 3, 2019 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification | Jan 13, 2020 | Seismic ImagingUncertainty Quantification | CodeCode Available | 0 |
| Reliable deep-learning-based phase imaging with uncertainty quantification | Jan 7, 2019 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Structured methods for parameter inference and uncertainty quantification for mechanistic models in the life sciences | Mar 4, 2024 | CaricatureUncertainty Quantification | CodeCode Available | 0 |
| Structured Variational Inference in Continuous Cox Process Models | Jun 7, 2019 | Numerical IntegrationUncertainty Quantification | CodeCode Available | 0 |
| Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal prediction | Mar 18, 2025 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Multi-Head Multi-Loss Model Calibration | Mar 2, 2023 | image-classificationImage Classification | CodeCode Available | 0 |
| Uncertainty Quantification of Spatiotemporal Travel Demand with Probabilistic Graph Neural Networks | Mar 7, 2023 | PredictionUncertainty Quantification | CodeCode Available | 0 |
| A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables | Jun 2, 2020 | Uncertainty Quantification | CodeCode Available | 0 |
| Subgroup-Specific Risk-Controlled Dose Estimation in Radiotherapy | Jul 11, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Uncertainty-aware Traffic Prediction under Missing Data | Sep 13, 2023 | Decision MakingGraph Neural Network | CodeCode Available | 0 |
| Quantifying Representation Reliability in Self-Supervised Learning Models | May 31, 2023 | Self-Supervised LearningUncertainty Quantification | CodeCode Available | 0 |
| De-biasing "bias" measurement | May 11, 2022 | Decision MakingFairness | CodeCode Available | 0 |