| Sparse Bayesian Deep Learning for Dynamic System Identification | Jul 27, 2021 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Subset selection for linear mixed models | Jul 27, 2021 | Uncertainty Quantification | —Unverified | 0 |
| An Uncertainty-Aware Deep Learning Framework for Defect Detection in Casting Products | Jul 24, 2021 | Defect Detectionimage-classification | —Unverified | 0 |
| Bagging, optimized dynamic mode decomposition (BOP-DMD) for robust, stable forecasting with spatial and temporal uncertainty-quantification | Jul 22, 2021 | regressionUncertainty Quantification | CodeCode Available | 0 |
| Deep Adaptive Arbitrary Polynomial Chaos Expansion: A Mini-data-driven Semi-supervised Method for Uncertainty Quantification | Jul 22, 2021 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 0 |
| Ensemble-based Uncertainty Quantification: Bayesian versus Credal Inference | Jul 21, 2021 | Ensemble LearningUncertainty Quantification | —Unverified | 0 |
| Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models | Jul 21, 2021 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 1 |
| Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions | Jul 20, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Differentially Private Bayesian Neural Networks on Accuracy, Privacy and Reliability | Jul 18, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Compressed particle methods for expensive models with application in Astronomy and Remote Sensing | Jul 18, 2021 | AstronomyBayesian Inference | —Unverified | 0 |
| Model Uncertainty and Correctability for Directed Graphical Models | Jul 17, 2021 | BIG-bench Machine LearningMaterials Screening | —Unverified | 0 |
| Tracing Halpha Fibrils through Bayesian Deep Learning | Jul 16, 2021 | Deep LearningImage Segmentation | —Unverified | 0 |
| Uncertainty Prediction for Machine Learning Models of Material Properties | Jul 16, 2021 | BIG-bench Machine LearningGaussian Processes | —Unverified | 0 |
| An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling | Jul 16, 2021 | quantile regressionUncertainty Quantification | CodeCode Available | 0 |
| Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks | Jul 15, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous Driving | Jul 11, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 0 |
| HOMRS: High Order Metamorphic Relations Selector for Deep Neural Networks | Jul 10, 2021 | DiversityUncertainty Quantification | —Unverified | 0 |
| Gaussian Process Subspace Regression for Model Reduction | Jul 9, 2021 | modelModel Selection | CodeCode Available | 0 |
| L2M: Practical posterior Laplace approximation with optimization-driven second moment estimation | Jul 9, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors | Jul 9, 2021 | Objectobject-detection | CodeCode Available | 0 |
| Explainable AI (XAI) for PHM of Industrial Asset: A State-of-The-Art, PRISMA-Compliant Systematic Review | Jul 8, 2021 | Anomaly DetectionArticles | —Unverified | 0 |
| MD-split+: Practical Local Conformal Inference in High Dimensions | Jul 7, 2021 | Conformal PredictionDensity Estimation | —Unverified | 0 |
| Evaluating subgroup disparity using epistemic uncertainty in mammography | Jul 6, 2021 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| Deep Gaussian Process Emulation using Stochastic Imputation | Jul 4, 2021 | Gaussian ProcessesImputation | CodeCode Available | 1 |
