| Uncertainty quantification of molecular property prediction with Bayesian neural networks | Mar 20, 2019 | Molecular Property PredictionProperty Prediction | —Unverified | 0 |
| Deep Fundamental Factor Models | Mar 18, 2019 | Uncertainty Quantification | CodeCode Available | 0 |
| On the Computation and Applications of Large Dense Partial Correlation Networks | Mar 17, 2019 | Dimensionality ReductionModel Selection | —Unverified | 0 |
| Crowd Counting with Decomposed Uncertainty | Mar 15, 2019 | Crowd CountingUncertainty Quantification | —Unverified | 0 |
| Combined State and Parameter Estimation in Level-Set Methods | Mar 1, 2019 | parameter estimationState Estimation | —Unverified | 0 |
| Binscatter Regressions | Feb 25, 2019 | quantile regressionregression | CodeCode Available | 0 |
| UQ-CHI: An Uncertainty Quantification-Based Contemporaneous Health Index for Degenerative Disease Monitoring | Feb 21, 2019 | Decision MakingManagement | —Unverified | 0 |
| A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime | Feb 11, 2019 | Small Data Image ClassificationUncertainty Quantification | CodeCode Available | 0 |
| Predictive Uncertainty Quantification with Compound Density Networks | Feb 4, 2019 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Bayesian semi-supervised learning for uncertainty-calibrated prediction of molecular properties and active learning | Feb 3, 2019 | Active LearningDrug Discovery | —Unverified | 0 |
| Uncertainty Quantification in Deep MRI Reconstruction | Jan 31, 2019 | DiagnosticMRI Reconstruction | —Unverified | 0 |
| Bayesian active learning for optimization and uncertainty quantification in protein docking | Jan 31, 2019 | Active LearningBinary Classification | CodeCode Available | 0 |
| Coupling the reduced-order model and the generative model for an importance sampling estimator | Jan 23, 2019 | Dimensionality Reductionmodel | —Unverified | 0 |
| Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data | Jan 18, 2019 | Small Data Image ClassificationUncertainty Quantification | CodeCode Available | 0 |
| Modeling and inference of spatio-temporal protein dynamics across brain networks | Jan 18, 2019 | Uncertainty QuantificationVariational Inference | CodeCode Available | 0 |
| Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems | Jan 11, 2019 | Deep LearningImage Segmentation | —Unverified | 0 |
| Adaptive Activity Monitoring with Uncertainty Quantification in Switching Gaussian Process Models | Jan 8, 2019 | Activity RecognitionGaussian Processes | —Unverified | 0 |
| Reliable deep-learning-based phase imaging with uncertainty quantification | Jan 7, 2019 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Deep learning electromagnetic inversion with convolutional neural networks | Dec 26, 2018 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| Distribution-Free Uncertainty Quantification for Kernel Methods by Gradient Perturbations | Dec 23, 2018 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting | Dec 22, 2018 | BIG-bench Machine LearningUncertainty Quantification | CodeCode Available | 0 |
| Extending classical surrogate modelling to high-dimensions through supervised dimensionality reduction: a data-driven approach | Dec 15, 2018 | Dimensionality ReductionSupervised dimensionality reduction | —Unverified | 0 |
| Surrogate-assisted Bayesian inversion for landscape and basin evolution models | Dec 12, 2018 | Bayesian InferenceComputational Efficiency | CodeCode Available | 0 |
| Evaluating Bayesian Deep Learning Methods for Semantic Segmentation | Nov 30, 2018 | Anomaly DetectionAutonomous Driving | CodeCode Available | 0 |
| Improved Calibration of Numerical Integration Error in Sigma-Point Filters | Nov 28, 2018 | Numerical IntegrationUncertainty Quantification | —Unverified | 0 |