| 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 |
| 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 |
