| Uncertainty-Aware Out-of-Distribution Detection with Gaussian Processes | Dec 30, 2024 | Gaussian Processesimage-classification | —Unverified | 0 |
| Confidence Interval Construction and Conditional Variance Estimation with Dense ReLU Networks | Dec 29, 2024 | Uncertainty Quantification | —Unverified | 0 |
| When the whole is greater than the sum of its parts: Scaling black-box inference to large data settings through divide-and-conquer | Dec 29, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Conformal Risk Control for Pulmonary Nodule Detection | Dec 28, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Uncertainty quantification for improving radiomic-based models in radiation pneumonitis prediction | Dec 27, 2024 | Conformal PredictionDecision Making | —Unverified | 0 |
| Uncertainty Quantification in Stereo Matching | Dec 24, 2024 | Decision MakingDisentanglement | CodeCode Available | 0 |
| Condensed Stein Variational Gradient Descent for Uncertainty Quantification of Neural Networks | Dec 21, 2024 | SensitivityUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Continual Open-World Learning | Dec 21, 2024 | Active LearningAI Agent | —Unverified | 0 |
| Variability Need Not Imply Error: The Case of Adequate but Semantically Distinct Responses | Dec 20, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Reliability analysis for non-deterministic limit-states using stochastic emulators | Dec 18, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty separation via ensemble quantile regression | Dec 18, 2024 | quantile regressionregression | —Unverified | 0 |
| Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events | Dec 18, 2024 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework | Dec 17, 2024 | Conformal PredictionDeep Reinforcement Learning | —Unverified | 0 |
| On the Role of Surrogates in Conformal Inference of Individual Causal Effects | Dec 16, 2024 | Causal InferenceConformal Prediction | CodeCode Available | 0 |
| Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography | Dec 16, 2024 | Cancer ClassificationClassification | —Unverified | 0 |
| Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets | Dec 16, 2024 | Uncertainty Quantificationvalid | CodeCode Available | 0 |
| Information-Geometric Barycenters for Bayesian Federated Learning | Dec 16, 2024 | Bayesian InferenceDistributed Optimization | —Unverified | 0 |
| Integrating Generative and Physics-Based Models for Ptychographic Imaging with Uncertainty Quantification | Dec 14, 2024 | Image ReconstructionUncertainty Quantification | —Unverified | 0 |
| A Staged Deep Learning Approach to Spatial Refinement in 3D Temporal Atmospheric Transport | Dec 14, 2024 | Super-ResolutionTemporal Sequences | —Unverified | 0 |
| CESAR: A Convolutional Echo State AutoencodeR for High-Resolution Wind Forecasting | Dec 13, 2024 | ManagementUncertainty Quantification | CodeCode Available | 0 |
| Prescribing Decision Conservativeness in Two-Stage Power Markets: A Distributionally Robust End-to-End Approach | Dec 13, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Distribution free uncertainty quantification in neuroscience-inspired deep operators | Dec 12, 2024 | Conformal PredictionEdge-computing | —Unverified | 0 |
| Subspace tracking for online system identification | Dec 12, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Beyond Reweighting: On the Predictive Role of Covariate Shift in Effect Generalization | Dec 12, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian optimized deep ensemble for uncertainty quantification of deep neural networks: a system safety case study on sodium fast reactor thermal stratification modeling | Dec 11, 2024 | Bayesian OptimizationUncertainty Quantification | —Unverified | 0 |