| Variable Selection with Rigorous Uncertainty Quantification using Deep Bayesian Neural Networks: Posterior Concentration and Bernstein-von Mises Phenomenon | Dec 3, 2019 | Uncertainty QuantificationVariable Selection | —Unverified | 0 |
| Epistemic Uncertainty Quantification in Deep Learning Classification by the Delta Method | Dec 2, 2019 | Deep LearningGeneral Classification | CodeCode Available | 0 |
| AGEM: Solving Linear Inverse Problems via Deep Priors and Sampling | Dec 1, 2019 | Bayesian InferenceDeblurring | CodeCode Available | 0 |
| Generalised Linear Models for Dependent Binary Outcomes with Applications to Household Stratified Pandemic Influenza Data | Nov 27, 2019 | Model SelectionUncertainty Quantification | CodeCode Available | 0 |
| Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structure | Nov 22, 2019 | Bayesian InferenceNeural Architecture Search | CodeCode Available | 0 |
| Replication-based emulation of the response distribution of stochastic simulators using generalized lambda distributions | Nov 20, 2019 | Experimental DesignUncertainty Quantification | —Unverified | 0 |
| Give me (un)certainty -- An exploration of parameters that affect segmentation uncertainty | Nov 14, 2019 | SegmentationUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Ensembles of Honest Regression Trees using Generalized Fiducial Inference | Nov 14, 2019 | Prediction Intervalsregression | —Unverified | 0 |
| Beyond Matérn: On A Class of Interpretable Confluent Hypergeometric Covariance Functions | Nov 14, 2019 | Uncertainty Quantification | —Unverified | 0 |
| AMPL: A Data-Driven Modeling Pipeline for Drug Discovery | Nov 13, 2019 | BIG-bench Machine LearningDrug Discovery | CodeCode Available | 0 |
| Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling | Nov 6, 2019 | Uncertainty Quantification | CodeCode Available | 0 |
| Scalable Variational Gaussian Processes for Crowdsourcing: Glitch Detection in LIGO | Nov 5, 2019 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Predicting Weather Uncertainty with Deep Convnets | Nov 2, 2019 | Uncertainty QuantificationWeather Forecasting | —Unverified | 0 |
| Multivariate Uncertainty in Deep Learning | Oct 31, 2019 | Autonomous VehiclesDeep Learning | —Unverified | 0 |
| Heteroscedastic Calibration of Uncertainty Estimators in Deep Learning | Oct 30, 2019 | Deep Learningregression | —Unverified | 0 |
| Highly-scalable, physics-informed GANs for learning solutions of stochastic PDEs | Oct 29, 2019 | Uncertainty Quantification | —Unverified | 0 |
| Active Subspace of Neural Networks: Structural Analysis and Universal Attacks | Oct 29, 2019 | Adversarial AttackUncertainty Quantification | CodeCode Available | 0 |
| Beyond the proton drip line: Bayesian analysis of proton-emitting nuclei | Oct 28, 2019 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| We Know Where We Don't Know: 3D Bayesian CNNs for Credible Geometric Uncertainty | Oct 23, 2019 | Bayesian InferenceComputed Tomography (CT) | CodeCode Available | 0 |
| Uncertainty Quantification with Generative Models | Oct 22, 2019 | Image ReconstructionUncertainty Quantification | CodeCode Available | 0 |
| Multiphase flow prediction with deep neural networks | Oct 21, 2019 | Computational EfficiencyPrediction | —Unverified | 0 |
| Batch simulations and uncertainty quantification in Gaussian process surrogate-based approximate Bayesian computation | Oct 16, 2019 | Uncertainty Quantification | —Unverified | 0 |
| Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation | Oct 14, 2019 | Bayesian OptimisationComputational Efficiency | —Unverified | 0 |
| Uncertainty Quantification and Exploration for Reinforcement Learning | Oct 12, 2019 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Evaluating Scalable Uncertainty Estimation Methods for DNN-Based Molecular Property Prediction | Oct 7, 2019 | Bayesian InferenceMolecular Property Prediction | —Unverified | 0 |
