| Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification | Sep 5, 2023 | Active LearningClassification | —Unverified | 0 |
| Physics-Informed Polynomial Chaos Expansions | Sep 4, 2023 | Experimental DesignUncertainty Quantification | —Unverified | 0 |
| Analysis of Diagnostics (Part I): Prevalence, Uncertainty Quantification, and Machine Learning | Aug 30, 2023 | DiagnosticLEMMA | —Unverified | 0 |
| Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness | Aug 30, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Inferences on Mixing Probabilities and Ranking in Mixed-Membership Models | Aug 29, 2023 | Uncertainty Quantification | —Unverified | 0 |
| BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition | Aug 28, 2023 | Computational EfficiencyGaussian Processes | CodeCode Available | 1 |
| Distributionally Robust Statistical Verification with Imprecise Neural Networks | Aug 28, 2023 | Active LearningMuJoCo | —Unverified | 0 |
| Auto-weighted Bayesian Physics-Informed Neural Networks and robust estimations for multitask inverse problems in pore-scale imaging of dissolution | Aug 24, 2023 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Probabilistic load forecasting with Reservoir Computing | Aug 24, 2023 | Computational EfficiencyLoad Forecasting | —Unverified | 0 |
| Anisotropic Hybrid Networks for liver tumor segmentation with uncertainty quantification | Aug 23, 2023 | SegmentationTumor Segmentation | —Unverified | 0 |
| Variational Density Propagation Continual Learning | Aug 22, 2023 | Bayesian InferenceContinual Learning | —Unverified | 0 |
| Deep Evidential Learning for Bayesian Quantile Regression | Aug 21, 2023 | Disentanglementquantile regression | —Unverified | 0 |
| Hyper Association Graph Matching with Uncertainty Quantification for Coronary Artery Semantic Labeling | Aug 20, 2023 | Decision MakingGraph Matching | —Unverified | 0 |
| Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction | Aug 18, 2023 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression | Aug 17, 2023 | Age EstimationDepth Aleatoric Uncertainty Estimation | CodeCode Available | 0 |
| Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and Interpretation | Aug 16, 2023 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 0 |
| Fast Uncertainty Quantification of Spent Nuclear Fuel with Neural Networks | Aug 16, 2023 | Computational EfficiencyUncertainty Quantification | —Unverified | 0 |
| Fast Risk Assessment in Power Grids through Novel Gaussian Process and Active Learning | Aug 15, 2023 | Active LearningGaussian Processes | —Unverified | 0 |
| Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation | Aug 15, 2023 | BenchmarkingMedical Image Analysis | CodeCode Available | 0 |
| Conformal Predictions Enhanced Expert-guided Meshing with Graph Neural Networks | Aug 14, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Target Detection on Hyperspectral Images Using MCMC and VI Trained Bayesian Neural Networks | Aug 11, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Comparing the quality of neural network uncertainty estimates for classification problems | Aug 11, 2023 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Image-based Traffic Prediction across Cities | Aug 11, 2023 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| UQSA -- An R-Package for Uncertainty Quantification and Sensitivity Analysis for Biochemical Reaction Network Models | Aug 10, 2023 | SensitivityUncertainty Quantification | CodeCode Available | 0 |
| Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction | Aug 8, 2023 | Conformal PredictionUncertainty Quantification | —Unverified | 0 |
| PSRFlow: Probabilistic Super Resolution with Flow-Based Models for Scientific Data | Aug 8, 2023 | Super-ResolutionUncertainty Quantification | —Unverified | 0 |
| Building Safe and Reliable AI systems for Safety Critical Tasks with Vision-Language Processing | Aug 6, 2023 | Image CaptioningOut of Distribution (OOD) Detection | —Unverified | 0 |
| NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation | Aug 5, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Towards the Development of an Uncertainty Quantification Protocol for the Natural Gas Industry | Aug 5, 2023 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Spectral Ranking Inferences based on General Multiway Comparisons | Aug 5, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction | Aug 4, 2023 | MRI ReconstructionSegmentation | CodeCode Available | 0 |
| Interpretable Machine Learning for Discovery: Statistical Challenges \& Opportunities | Aug 2, 2023 | Interpretable Machine LearningModel Selection | —Unverified | 0 |
| Conformal PID Control for Time Series Prediction | Jul 31, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging | Jul 31, 2023 | Image SegmentationInformativeness | —Unverified | 0 |
| Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification | Jul 27, 2023 | Fault DetectionUncertainty Quantification | CodeCode Available | 1 |
| Current Methods for Drug Property Prediction in the Real World | Jul 25, 2023 | Decision MakingDeep Learning | —Unverified | 0 |
| Model-free generalized fiducial inference | Jul 24, 2023 | Conformal Predictionmodel | —Unverified | 0 |
| Information-theoretic Analysis of Test Data Sensitivity in Uncertainty | Jul 23, 2023 | Bayesian InferenceMeta-Learning | —Unverified | 0 |
| FREIDA: A Framework for developing quantitative agent based models based on qualitative expert knowledge | Jul 21, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Molecular Property Predictions with Graph Neural Architecture Search | Jul 19, 2023 | Decision MakingDrug Discovery | CodeCode Available | 1 |
| Cryo-forum: A framework for orientation recovery with uncertainty measure with the application in cryo-EM image analysis | Jul 19, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Towards Reliable Rare Category Analysis on Graphs via Individual Calibration | Jul 19, 2023 | Fraud DetectionIntrusion Detection | CodeCode Available | 0 |
| Physics-based Reduced Order Modeling for Uncertainty Quantification of Guided Wave Propagation using Bayesian Optimization | Jul 18, 2023 | Bayesian OptimizationStructural Health Monitoring | —Unverified | 0 |
| Selective Generation for Controllable Language Models | Jul 18, 2023 | Conformal PredictionHallucination | CodeCode Available | 1 |
| Conformal prediction under ambiguous ground truth | Jul 18, 2023 | Conformal PredictionPrediction | CodeCode Available | 2 |
| EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation | Jul 18, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems | Jul 17, 2023 | Out-of-Distribution GeneralizationTransfer Learning | —Unverified | 0 |
| Bivariate DeepKriging for Large-scale Spatial Interpolation of Wind Fields | Jul 16, 2023 | Computational EfficiencyGaussian Processes | —Unverified | 0 |
| Neural Orientation Distribution Fields for Estimation and Uncertainty Quantification in Diffusion MRI | Jul 16, 2023 | Diffusion MRIUncertainty Quantification | —Unverified | 0 |