| Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification | Jan 17, 2020 | General ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Tackling small eigen-gaps: Fine-grained eigenvector estimation and inference under heteroscedastic noise | Jan 14, 2020 | Uncertainty Quantification | —Unverified | 0 |
| A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification | Jan 13, 2020 | Seismic ImagingUncertainty Quantification | CodeCode Available | 0 |
| Considering discrepancy when calibrating a mechanistic electrophysiology model | Jan 13, 2020 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 0 |
| Machine Learning for Clouds and Climate | Jan 1, 2020 | BIG-bench Machine LearningCloud Detection | —Unverified | 0 |
| On Semi-parametric Inference for BART | Jan 1, 2020 | BIG-bench Machine Learningregression | —Unverified | 0 |
| Simple and Scalable Epistemic Uncertainty Estimation Using a Single Deep Deterministic Neural Network | Jan 1, 2020 | Uncertainty Quantification | —Unverified | 0 |
| Healing Gaussian Process Experts | Jan 1, 2020 | Gaussian ProcessesGeneral Classification | —Unverified | 0 |
| Optimal Uncertainty-guided Neural Network Training | Dec 30, 2019 | Prediction IntervalsUncertainty Quantification | —Unverified | 0 |
| A practical guide to pseudo-marginal methods for computational inference in systems biology | Dec 28, 2019 | Uncertainty Quantification | CodeCode Available | 0 |
| Detection of False Positive and False Negative Samples in Semantic Segmentation | Dec 8, 2019 | Autonomous DrivingBIG-bench Machine Learning | CodeCode Available | 0 |
| Solving Bayesian Inverse Problems via Variational Autoencoders | Dec 5, 2019 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Regression with Uncertainty Quantification in Large Scale Complex Data | Dec 4, 2019 | Age Estimationregression | —Unverified | 0 |
| 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 |
| Beyond Matérn: On A Class of Interpretable Confluent Hypergeometric Covariance Functions | Nov 14, 2019 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Ensembles of Honest Regression Trees using Generalized Fiducial Inference | Nov 14, 2019 | Prediction Intervalsregression | —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 |
