| Feedforward neural networks as statistical models: Improving interpretability through uncertainty quantification | Nov 14, 2023 | PredictionUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Neural-Network Based Pain Intensity Estimation | Nov 14, 2023 | Decision MakingManagement | —Unverified | 0 |
| Probabilistic Physics-integrated Neural Differentiable Modeling for Isothermal Chemical Vapor Infiltration Process | Nov 13, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty estimation of machine learning spatial precipitation predictions from satellite data | Nov 13, 2023 | BenchmarkingFeature Importance | —Unverified | 0 |
| Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning | Nov 13, 2023 | Meta-LearningMeta Reinforcement Learning | —Unverified | 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 |
| Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization | Nov 10, 2023 | Node ClassificationOut of Distribution (OOD) Detection | CodeCode Available | 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 |
| Neural SPDE solver for uncertainty quantification in high-dimensional space-time dynamics | Nov 3, 2023 | Gaussian Processesparameter estimation | —Unverified | 0 |
| Bayesian Quantile Regression with Subset Selection: A Decision Analysis Perspective | Nov 3, 2023 | Density Estimationquantile regression | —Unverified | 0 |
| Reproducible Parameter Inference Using Bagged Posteriors | Nov 3, 2023 | Uncertainty Quantificationvalid | —Unverified | 0 |
| Local Bayesian Dirichlet mixing of imperfect models | Nov 2, 2023 | Uncertainty Quantification | —Unverified | 0 |
| On Gaussian Process Priors in Conditional Moment Restriction Models | Nov 1, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Data-Driven Model Selections of Second-Order Particle Dynamics via Integrating Gaussian Processes with Low-Dimensional Interacting Structures | Nov 1, 2023 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification and out-of-distribution detection using surjective normalizing flows | Nov 1, 2023 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 0 |
| Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty | Nov 1, 2023 | Uncertainty Quantification | —Unverified | 0 |
| An Embedded Diachronic Sense Change Model with a Case Study from Ancient Greek | Nov 1, 2023 | Uncertainty QuantificationWord Embeddings | CodeCode Available | 0 |
| Robust and Conjugate Gaussian Process Regression | Nov 1, 2023 | Bayesian InferenceBayesian Optimisation | CodeCode Available | 0 |
| Stochastic Time-Optimal Trajectory Planning for Connected and Automated Vehicles in Mixed-Traffic Merging Scenarios | Oct 31, 2023 | regressionTrajectory Planning | —Unverified | 0 |
| Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows | Oct 31, 2023 | Operator learningUncertainty Quantification | —Unverified | 0 |