| A Consistency-Based Loss for Deep Odometry Through Uncertainty Propagation | Jul 1, 2021 | Uncertainty QuantificationVisual Odometry | —Unverified | 0 |
| Uncertainty quantification of a thrombosis model considering the clotting assay PFA-100 | Jun 29, 2021 | SensitivityUncertainty Quantification | —Unverified | 0 |
| Laplace Redux -- Effortless Bayesian Deep Learning | Jun 28, 2021 | Deep LearningMisconceptions | CodeCode Available | 1 |
| Active Learning with Multifidelity Modeling for Efficient Rare Event Simulation | Jun 25, 2021 | Active LearningUncertainty Quantification | —Unverified | 0 |
| Bayesian Deep Learning Hyperparameter Search for Robust Function Mapping to Polynomials with Noise | Jun 23, 2021 | Neural Architecture SearchUncertainty Quantification | —Unverified | 0 |
| Patch-Based Image Restoration using Expectation Propagation | Jun 18, 2021 | DenoisingImage Restoration | —Unverified | 0 |
| Medical Matting: A New Perspective on Medical Segmentation with Uncertainty | Jun 18, 2021 | Image MattingImage Segmentation | CodeCode Available | 1 |
| Being a Bit Frequentist Improves Bayesian Neural Networks | Jun 18, 2021 | Bayesian InferenceOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| PAC Prediction Sets Under Covariate Shift | Jun 17, 2021 | PredictionUncertainty Quantification | CodeCode Available | 0 |
| Quasi-Bayesian Dual Instrumental Variable Regression | Jun 16, 2021 | Bayesian Inferenceregression | CodeCode Available | 0 |
| Nonparametric Empirical Bayes Estimation and Testing for Sparse and Heteroscedastic Signals | Jun 16, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Author Clustering and Topic Estimation for Short Texts | Jun 15, 2021 | ClusteringUncertainty Quantification | CodeCode Available | 1 |
| Linear-Time Probabilistic Solutions of Boundary Value Problems | Jun 14, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Spatial spread of COVID-19 outbreak in Italy using multiscale kinetic transport equations with uncertainty | Jun 14, 2021 | Uncertainty Quantification | —Unverified | 0 |
| An age-structured SEIR model for COVID--19 incidence in Dublin, Ireland with framework for evaluating health intervention cost | Jun 11, 2021 | counterfactualUncertainty Quantification | CodeCode Available | 0 |
| Learning Functional Priors and Posteriors from Data and Physics | Jun 8, 2021 | Meta-Learningregression | —Unverified | 0 |
| When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting | Jun 7, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| BayesIMP: Uncertainty Quantification for Causal Data Fusion | Jun 7, 2021 | Bayesian OptimisationCausal Inference | —Unverified | 0 |
| PID-GAN: A GAN Framework based on a Physics-informed Discriminator for Uncertainty Quantification with Physics | Jun 6, 2021 | Uncertainty Quantification | CodeCode Available | 1 |
| Meta-Learning Reliable Priors in the Function Space | Jun 6, 2021 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Learning particle swarming models from data with Gaussian processes | Jun 4, 2021 | FrictionGaussian Processes | —Unverified | 0 |
| Can convolutional ResNets approximately preserve input distances? A frequency analysis perspective | Jun 4, 2021 | Uncertainty Quantificationvalid | —Unverified | 0 |
| Evidential Turing Processes | Jun 2, 2021 | Image ClassificationUncertainty Quantification | CodeCode Available | 1 |
| Uncertainty Quantification 360: A Holistic Toolkit for Quantifying and Communicating the Uncertainty of AI | Jun 2, 2021 | FairnessUncertainty Quantification | CodeCode Available | 1 |
| Investigation of Uncertainty of Deep Learning-based Object Classification on Radar Spectra | Jun 1, 2021 | Autonomous VehiclesDecision Making | —Unverified | 0 |
