| Pseudo-marginal Bayesian inference for supervised Gaussian process latent variable models | Mar 28, 2018 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Dimension-Robust MCMC in Bayesian Inverse Problems | Mar 9, 2018 | Active LearningEfficient Exploration | —Unverified | 0 |
| High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach | Feb 20, 2018 | FormPrediction Intervals | CodeCode Available | 0 |
| Constraining the Dynamics of Deep Probabilistic Models | Feb 15, 2018 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation | Feb 13, 2018 | Uncertainty Quantification | —Unverified | 0 |
| Quantifying Uncertainty in Discrete-Continuous and Skewed Data with Bayesian Deep Learning | Feb 13, 2018 | ManagementSuper-Resolution | CodeCode Available | 0 |
| Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent | Feb 5, 2018 | Uncertainty Quantification | CodeCode Available | 0 |
| Bayesian Deep Convolutional Encoder-Decoder Networks for Surrogate Modeling and Uncertainty Quantification | Jan 21, 2018 | Bayesian InferenceDecoder | —Unverified | 0 |
| Statistical Inference for the Population Landscape via Moment Adjusted Stochastic Gradients | Dec 20, 2017 | Stochastic OptimizationUncertainty Quantification | —Unverified | 0 |
| Stochastic reconstruction of an oolitic limestone by generative adversarial networks | Dec 7, 2017 | Image GenerationImage Reconstruction | CodeCode Available | 0 |
| Mondrian Processes for Flow Cytometry Analysis | Nov 21, 2017 | Uncertainty Quantification | —Unverified | 0 |
| A machine learning approach for efficient uncertainty quantification using multiscale methods | Nov 12, 2017 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| An asymptotic analysis of distributed nonparametric methods | Nov 8, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian Recurrent Neural Network Models for Forecasting and Quantifying Uncertainty in Spatial-Temporal Data | Nov 2, 2017 | Spatio-Temporal ForecastingUncertainty Quantification | —Unverified | 0 |
| Sequential Design and Spatial Modeling for Portfolio Tail Risk Measurement | Oct 14, 2017 | Uncertainty Quantification | —Unverified | 0 |
| An Ensemble Quadratic Echo State Network for Nonlinear Spatio-Temporal Forecasting | Aug 16, 2017 | ManagementSpatio-Temporal Forecasting | —Unverified | 0 |
| Pairing an arbitrary regressor with an artificial neural network estimating aleatoric uncertainty | Jul 23, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Continuum Limit of Posteriors in Graph Bayesian Inverse Problems | Jun 22, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian multi--dipole localization and uncertainty quantification from simultaneous EEG and MEG recordings | Jun 19, 2017 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Uncertainty Quantification of Oscillation Suppression during DBS in a Coupled Finite Element and Network Model | May 30, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Machine learning for graph-based representations of three-dimensional discrete fracture networks | May 27, 2017 | BIG-bench Machine LearningUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification in graph-based classification of high dimensional data | Mar 26, 2017 | Binary ClassificationClassification | —Unverified | 0 |
| Perturb-and-MPM: Quantifying Segmentation Uncertainty in Dense Multi-Label CRFs | Mar 1, 2017 | Image SegmentationSemantic Segmentation | —Unverified | 0 |
| Estimating the reproductive number, total outbreak size, and reporting rates for Zika epidemics in South and Central America | Feb 27, 2017 | Uncertainty Quantification | —Unverified | 0 |
| Semi-parametric Network Structure Discovery Models | Feb 27, 2017 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
