| Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization | Nov 10, 2023 | Node ClassificationOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy | Nov 10, 2023 | Uncertainty Quantification | CodeCode Available | 2 |
| Early-Exit Neural Networks with Nested Prediction Sets | Nov 10, 2023 | Conformal PredictionPrediction | —Unverified | 0 |
| Perfecting Liquid-State Theories with Machine Intelligence | Nov 9, 2023 | Computational EfficiencyDimensionality Reduction | —Unverified | 0 |
| Uncertainty Wrapper in the medical domain: Establishing transparent uncertainty quantification for opaque machine learning models in practice | Nov 9, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Evaluating Uncertainty Quantification approaches for Neural PDEs in scientific applications | Nov 8, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Multivariable Regression for Material Property Prediction with Bayesian Neural Networks | Nov 4, 2023 | Active LearningDecision Making | CodeCode Available | 0 |
| Uncertainty Quantification of Deep Learning for Spatiotemporal Data: Challenges and Opportunities | Nov 4, 2023 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Reproducible Parameter Inference Using Bagged Posteriors | Nov 3, 2023 | Uncertainty Quantificationvalid | —Unverified | 0 |
| Neural SPDE solver for uncertainty quantification in high-dimensional space-time dynamics | Nov 3, 2023 | Gaussian Processesparameter estimation | —Unverified | 0 |