| Uncertainty Characteristics Curves: A Systematic Assessment of Prediction Intervals | Jun 1, 2021 | PredictionPrediction Intervals | CodeCode Available | 1 |
| Locally Valid and Discriminative Prediction Intervals for Deep Learning Models | Jun 1, 2021 | Conformal PredictionDeep Learning | CodeCode Available | 1 |
| Sparse Uncertainty Representation in Deep Learning with Inducing Weights | May 30, 2021 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification | May 28, 2021 | EpidemiologyTime Series | CodeCode Available | 1 |
| Classification and Uncertainty Quantification of Corrupted Data using Semi-Supervised Autoencoders | May 27, 2021 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Deep Ensembles from a Bayesian Perspective | May 27, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Inferring power system dynamics from synchrophasor data using Gaussian processes | May 26, 2021 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Quantifying Uncertainty in Deep Spatiotemporal Forecasting | May 25, 2021 | Decision Makingquantile regression | CodeCode Available | 1 |
| Bridging the Gap Between Explainable AI and Uncertainty Quantification to Enhance Trustability | May 25, 2021 | FairnessUncertainty Quantification | —Unverified | 0 |
| Calibration and Uncertainty Quantification of Bayesian Convolutional Neural Networks for Geophysical Applications | May 25, 2021 | Bayesian InferenceFault Detection | —Unverified | 0 |
| Uncertainty quantification for distributed regression | May 24, 2021 | regressionUncertainty Quantification | —Unverified | 0 |
| SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification | May 23, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Laplace Redux - Effortless Bayesian Deep Learning | May 21, 2021 | Deep LearningMisconceptions | —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 |
| 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 |
| Deep learning with self-supervision and uncertainty regularization to count fish in underwater images | Apr 30, 2021 | Crowd CountingDecision Making | CodeCode Available | 1 |
| 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 |
