| Instant Uncertainty Calibration of NeRFs Using a Meta-Calibrator | Dec 4, 2023 | Image ReconstructionMedical Diagnosis | CodeCode Available | 0 |
| Second-Order Uncertainty Quantification: A Distance-Based Approach | Dec 2, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Adaptability of Computer Vision at the Tactical Edge: Addressing Environmental Uncertainty | Dec 1, 2023 | Prediction IntervalsUncertainty Quantification | —Unverified | 0 |
| B-LSTM-MIONet: Bayesian LSTM-based Neural Operators for Learning the Response of Complex Dynamical Systems to Length-Variant Multiple Input Functions | Nov 28, 2023 | Uncertainty Quantification | —Unverified | 0 |
| A personalized Uncertainty Quantification framework for patient survival models: estimating individual uncertainty of patients with metastatic brain tumors in the absence of ground truth | Nov 28, 2023 | Time-to-Event PredictionUncertainty Quantification | —Unverified | 0 |
| Bayesian Neural Networks for 2D MRI Segmentation | Nov 24, 2023 | Deep LearningImage Segmentation | —Unverified | 0 |
| Deep Latent Force Models: ODE-based Process Convolutions for Bayesian Deep Learning | Nov 24, 2023 | Time SeriesUncertainty Quantification | —Unverified | 0 |
| Measurement Error and Counterfactuals in Quantitative Trade and Spatial Models | Nov 23, 2023 | counterfactualUncertainty Quantification | —Unverified | 0 |
| Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception | Nov 23, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Grad-Shafranov equilibria via data-free physics informed neural networks | Nov 22, 2023 | DiagnosticUncertainty Quantification | —Unverified | 0 |
| Deep State-Space Model for Predicting Cryptocurrency Price | Nov 21, 2023 | BenchmarkingUncertainty Quantification | —Unverified | 0 |
| PINNs-Based Uncertainty Quantification for Transient Stability Analysis | Nov 21, 2023 | parameter estimationUncertainty Quantification | —Unverified | 0 |
| Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion | Nov 20, 2023 | Image-to-Image TranslationUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification for noisy inputs-outputs in physics-informed neural networks and neural operators | Nov 19, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Max-Rank: Efficient Multiple Testing for Conformal Prediction | Nov 17, 2023 | Conformal PredictionPrediction | —Unverified | 0 |
| Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion Segmentation | Nov 15, 2023 | Lesion SegmentationMedical Image Analysis | CodeCode Available | 0 |
| Empirical evaluation of Uncertainty Quantification in Retrieval-Augmented Language Models for Science | Nov 15, 2023 | RetrievalUncertainty Quantification | CodeCode Available | 0 |
| Confident Naturalness Explanation (CNE): A Framework to Explain and Assess Patterns Forming Naturalness | Nov 15, 2023 | Uncertainty Quantificationvalid | CodeCode Available | 0 |
| Human-in-the-loop: Towards Label Embeddings for Measuring Classification Difficulty | Nov 15, 2023 | Classificationimage-classification | CodeCode Available | 0 |
| Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review | Nov 15, 2023 | DiagnosticEEG | —Unverified | 0 |
| Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes | Nov 14, 2023 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| Feedforward neural networks as statistical models: Improving interpretability through uncertainty quantification | Nov 14, 2023 | PredictionUncertainty Quantification | —Unverified | 0 |
| Frequentist Guarantees of Distributed (Non)-Bayesian Inference | Nov 14, 2023 | Bayesian InferenceElectrical Engineering | —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 |
| Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning | Nov 13, 2023 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Uncertainty estimation of machine learning spatial precipitation predictions from satellite data | Nov 13, 2023 | BenchmarkingFeature Importance | —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 |
| 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 of Deep Learning for Spatiotemporal Data: Challenges and Opportunities | Nov 4, 2023 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Uncertainty Quantification in Multivariable Regression for Material Property Prediction with Bayesian Neural Networks | Nov 4, 2023 | Active LearningDecision Making | CodeCode Available | 0 |
| Bayesian Quantile Regression with Subset Selection: A Decision Analysis Perspective | Nov 3, 2023 | Density Estimationquantile regression | —Unverified | 0 |
| Neural SPDE solver for uncertainty quantification in high-dimensional space-time dynamics | Nov 3, 2023 | Gaussian Processesparameter estimation | —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 |
| Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty | Nov 1, 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 |
| Robust and Conjugate Gaussian Process Regression | Nov 1, 2023 | Bayesian InferenceBayesian Optimisation | CodeCode Available | 0 |
| Uncertainty quantification and out-of-distribution detection using surjective normalizing flows | Nov 1, 2023 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 0 |
| An Embedded Diachronic Sense Change Model with a Case Study from Ancient Greek | Nov 1, 2023 | Uncertainty QuantificationWord Embeddings | CodeCode Available | 0 |
| Directed Cyclic Graph for Causal Discovery from Multivariate Functional Data | Oct 31, 2023 | Causal DiscoveryEEG | —Unverified | 0 |
| Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows | Oct 31, 2023 | Operator learningUncertainty Quantification | —Unverified | 0 |
| Stochastic Time-Optimal Trajectory Planning for Connected and Automated Vehicles in Mixed-Traffic Merging Scenarios | Oct 31, 2023 | regressionTrajectory Planning | —Unverified | 0 |
| Distil the informative essence of loop detector data set: Is network-level traffic forecasting hungry for more data? | Oct 31, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI | Oct 30, 2023 | Image SegmentationMedical Diagnosis | —Unverified | 0 |
| An Online Bootstrap for Time Series | Oct 30, 2023 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |