| SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification | May 23, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Scalable Quasi-Bayesian Inference for Instrumental Variable Regression | May 21, 2021 | Bayesian Inferenceregression | —Unverified | 0 |
| Covariance-Free Sparse Bayesian Learning | May 21, 2021 | compressed sensingMRI Reconstruction | —Unverified | 0 |
| Laplace Redux - Effortless Bayesian Deep Learning | May 21, 2021 | Deep LearningMisconceptions | —Unverified | 0 |
| Valuation of European Options under an Uncertain Market Price of Volatility Risk | May 20, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Data-driven discovery of interpretable causal relations for deep learning material laws with uncertainty propagation | May 20, 2021 | Causal DiscoveryUncertainty Quantification | CodeCode Available | 0 |
| Interval Deep Learning for Uncertainty Quantification in Safety Applications | May 13, 2021 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| A Deep Learning-Accelerated Data Assimilation and Forecasting Workflow for Commercial-Scale Geologic Carbon Storage | May 9, 2021 | Decision MakingManagement | CodeCode Available | 0 |
| Uncertainty-aware INVASE: Enhanced Breast Cancer Diagnosis Feature Selection | May 4, 2021 | feature selectionUncertainty Quantification | CodeCode Available | 0 |
| Bayesian Deep Neural Networks for Supervised Learning of Single-View Depth | Apr 29, 2021 | Uncertainty Quantification | —Unverified | 0 |
| System identification using Bayesian neural networks with nonparametric noise models | Apr 25, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Bayesian Numerical Methods for Nonlinear Partial Differential Equations | Apr 22, 2021 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Bayesian subset selection and variable importance for interpretable prediction and classification | Apr 20, 2021 | Data CompressionGeneral Classification | —Unverified | 0 |
| I Find Your Lack of Uncertainty in Computer Vision Disturbing | Apr 16, 2021 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| Revisiting Bayesian Autoencoders with MCMC | Apr 13, 2021 | Bayesian InferenceDeep Learning | CodeCode Available | 0 |
| High-Dimensional Uncertainty Quantification via Tensor Regression with Rank Determination and Adaptive Sampling | Mar 31, 2021 | regressionUncertainty Quantification | —Unverified | 0 |
| Universal Prediction Band via Semi-Definite Programming | Mar 31, 2021 | Conformal PredictionPrediction | —Unverified | 0 |
| Fast and Accurate Emulation of the SDO/HMI Stokes Inversion with Uncertainty Quantification | Mar 31, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Likelihood-based estimation and prediction for a measles outbreak in Samoa | Mar 30, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Simultaneous Reconstruction and Uncertainty Quantification for Tomography | Mar 29, 2021 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Accurate and Reliable Forecasting using Stochastic Differential Equations | Mar 28, 2021 | DiagnosticPrediction Intervals | —Unverified | 0 |
| Bayesian Imaging With Data-Driven Priors Encoded by Neural Networks: Theory, Methods, and Algorithms | Mar 18, 2021 | Bayesian InferenceGenerative Adversarial Network | —Unverified | 0 |
| Decision Theoretic Bootstrapping | Mar 18, 2021 | Uncertainty Quantification | —Unverified | 0 |
| The Influence of Dropout on Membership Inference in Differentially Private Models | Mar 16, 2021 | BIG-bench Machine LearningUncertainty Quantification | —Unverified | 0 |
| Data-driven method for real-time prediction and uncertainty quantification of fatigue failure under stochastic loading using artificial neural networks and Gaussian process regression | Mar 11, 2021 | Decision MakingGPR | —Unverified | 0 |
