| Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems | Sep 18, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Sample-based Uncertainty Quantification with a Single Deterministic Neural Network | Sep 17, 2022 | Feature ImportanceHand Pose Estimation | —Unverified | 0 |
| Towards Improving Calibration in Object Detection Under Domain Shift | Sep 15, 2022 | Decision MakingObject | —Unverified | 0 |
| Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications | Sep 14, 2022 | Active LearningManagement | CodeCode Available | 0 |
| Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series data | Sep 13, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| TEDL: A Two-stage Evidential Deep Learning Method for Classification Uncertainty Quantification | Sep 12, 2022 | SensitivityUncertainty Quantification | —Unverified | 0 |
| Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey | Sep 8, 2022 | Conformal PredictionDecision Making | —Unverified | 0 |
| Bayesian Neural Network Inference via Implicit Models and the Posterior Predictive Distribution | Sep 6, 2022 | Bayesian InferenceDensity Ratio Estimation | —Unverified | 0 |
| Ensemble of Pre-Trained Neural Networks for Segmentation and Quality Detection of Transmission Electron Microscopy Images | Sep 5, 2022 | Semantic SegmentationUncertainty Quantification | CodeCode Available | 0 |
| Efficient Chemical Space Exploration Using Active Learning Based on Marginalized Graph Kernel: an Application for Predicting the Thermodynamic Properties of Alkanes with Molecular Simulation | Sep 1, 2022 | Active LearningGPR | CodeCode Available | 0 |
| Bayesian Continual Learning via Spiking Neural Networks | Aug 29, 2022 | Continual LearningManagement | CodeCode Available | 0 |
| A Comprehensive Review of Digital Twin -- Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives | Aug 27, 2022 | Uncertainty Quantification | —Unverified | 0 |
| A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies | Aug 26, 2022 | Uncertainty Quantification | —Unverified | 0 |
| CAS4DL: Christoffel Adaptive Sampling for function approximation via Deep Learning | Aug 25, 2022 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Sub-aperture SAR Imaging with Uncertainty Quantification | Aug 25, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Calibrated and Enhanced NRLMSIS 2.0 Model with Uncertainty Quantification | Aug 24, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Building Robust Machine Learning Models for Small Chemical Science Data: The Case of Shear Viscosity | Aug 23, 2022 | GPRModel Selection | —Unverified | 0 |
| Beta-Sorted Portfolios | Aug 23, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Optimal Energy Management in Autonomous Power Systems with Probabilistic Security Constraints and Adaptive Frequency Control | Aug 18, 2022 | energy managementManagement | —Unverified | 0 |
| Monte Carlo is a good sampling strategy for polynomial approximation in high dimensions | Aug 18, 2022 | compressed sensingUncertainty Quantification | —Unverified | 0 |
| Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics | Aug 17, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Traffic Forecasting: A Unified Approach | Aug 11, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multi-fidelity wavelet neural operator with application to uncertainty quantification | Aug 11, 2022 | Operator learningUncertainty Quantification | —Unverified | 0 |
| Semi-automatic tuning of coupled climate models with multiple intrinsic timescales: lessons learned from the Lorenz96 model | Aug 11, 2022 | SpecificityUncertainty Quantification | CodeCode Available | 0 |
| A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems | Aug 9, 2022 | Decision MakingUncertainty Quantification | —Unverified | 0 |