| Posterior Regularized Bayesian Neural Network Incorporating Soft and Hard Knowledge Constraints | Oct 16, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification and Sensitivity analysis for Digital Twin Enabling Technology: Application for BISON Fuel Performance Code | Oct 14, 2022 | Decision MakingSensitivity | —Unverified | 0 |
| Monotonicity and Double Descent in Uncertainty Estimation with Gaussian Processes | Oct 14, 2022 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Learning Multivariate CDFs and Copulas using Tensor Factorization | Oct 13, 2022 | ImputationUncertainty Quantification | —Unverified | 0 |
| Quantifying Uncertainty with Probabilistic Machine Learning Modeling in Wireless Sensing | Oct 12, 2022 | Uncertainty Quantification | —Unverified | 0 |
| JuryGCN: Quantifying Jackknife Uncertainty on Graph Convolutional Networks | Oct 12, 2022 | Active LearningGraph Mining | —Unverified | 0 |
| Uncertainty Quantification in Synthetic Controls with Staggered Treatment Adoption | Oct 10, 2022 | Prediction IntervalsUncertainty Quantification | —Unverified | 0 |
| Sampling-based inference for large linear models, with application to linearised Laplace | Oct 10, 2022 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Bayesian Sparse Regression for Mixed Multi-Responses with Application to Runtime Metrics Prediction in Fog Manufacturing | Oct 10, 2022 | PredictionUncertainty Quantification | —Unverified | 0 |
| Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis | Oct 5, 2022 | Medical Image AnalysisUncertainty Quantification | —Unverified | 0 |
| Multi-fidelity Monte Carlo: a pseudo-marginal approach | Oct 4, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Efficient Bayes Inference in Neural Networks through Adaptive Importance Sampling | Oct 3, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 0 |
| Meta-Learning Priors for Safe Bayesian Optimization | Oct 3, 2022 | Bayesian OptimizationMeta-Learning | —Unverified | 0 |
| Causal Estimation for Text Data with (Apparent) Overlap Violations | Sep 30, 2022 | AttributeCausal Identification | —Unverified | 0 |
| Physically Meaningful Uncertainty Quantification in Probabilistic Wind Turbine Power Curve Models as a Damage Sensitive Feature | Sep 30, 2022 | Gaussian ProcessesStructural Health Monitoring | —Unverified | 0 |
| Leveraging Industry 4.0 -- Deep Learning, Surrogate Model and Transfer Learning with Uncertainty Quantification Incorporated into Digital Twin for Nuclear System | Sep 30, 2022 | Decision MakingTransfer Learning | —Unverified | 0 |
| Φ-DVAE: Physics-Informed Dynamical Variational Autoencoders for Unstructured Data Assimilation | Sep 30, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Label Noise Robustness of Conformal Prediction | Sep 28, 2022 | Conformal PredictionPrediction | —Unverified | 0 |
| SGTM 2.0: Autonomously Untangling Long Cables using Interactive Perception | Sep 27, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models | Sep 23, 2022 | Uncertainty Quantification | CodeCode Available | 0 |
| Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization | Sep 22, 2022 | Conformal PredictionGaussian Processes | —Unverified | 0 |
| Uncertainty-aware Perception Models for Off-road Autonomous Unmanned Ground Vehicles | Sep 22, 2022 | Autonomous NavigationSemantic Segmentation | —Unverified | 0 |
| Probabilistic Dalek -- Emulator framework with probabilistic prediction for supernova tomography | Sep 20, 2022 | Active LearningCPU | —Unverified | 0 |
| Calibrating Ensembles for Scalable Uncertainty Quantification in Deep Learning-based Medical Segmentation | Sep 20, 2022 | Active LearningUncertainty Quantification | —Unverified | 0 |
| Density-aware NeRF Ensembles: Quantifying Predictive Uncertainty in Neural Radiance Fields | Sep 19, 2022 | NeRFUncertainty Quantification | —Unverified | 0 |