| On the Role of Surrogates in Conformal Inference of Individual Causal Effects | Dec 16, 2024 | Causal InferenceConformal Prediction | CodeCode Available | 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 |
| Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography | Dec 16, 2024 | Cancer ClassificationClassification | —Unverified | 0 |
| Learning Normal Flow Directly From Event Neighborhoods | Dec 15, 2024 | Data AugmentationOptical Flow Estimation | CodeCode Available | 1 |
| A Staged Deep Learning Approach to Spatial Refinement in 3D Temporal Atmospheric Transport | Dec 14, 2024 | Super-ResolutionTemporal Sequences | —Unverified | 0 |
| Integrating Generative and Physics-Based Models for Ptychographic Imaging with Uncertainty Quantification | Dec 14, 2024 | Image ReconstructionUncertainty Quantification | —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 |
| 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 |
| Distribution free uncertainty quantification in neuroscience-inspired deep operators | Dec 12, 2024 | Conformal PredictionEdge-computing | —Unverified | 0 |
| CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty | Dec 11, 2024 | Conformal PredictionPrediction | —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 |
| Conformal Uncertainty Quantification of Electricity Price Predictions for Risk-Averse Storage Arbitrage | Dec 10, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Dual Random Fields and their Application to Mineral Potential Mapping | Dec 10, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation | Dec 10, 2024 | Text GenerationUncertainty Quantification | —Unverified | 0 |
| GenAI4UQ: A Software for Inverse Uncertainty Quantification Using Conditional Generative Models | Dec 9, 2024 | parameter estimationUncertainty Quantification | CodeCode Available | 1 |
| PolytopeWalk: Sparse MCMC Sampling over Polytopes | Dec 9, 2024 | Uncertainty Quantification | CodeCode Available | 1 |
| How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning | Dec 9, 2024 | BenchmarkingEarth Observation | —Unverified | 0 |
| Post-hoc Probabilistic Vision-Language Models | Dec 8, 2024 | Active LearningUncertainty Quantification | CodeCode Available | 1 |
| AI-powered Digital Twin of the Ocean: Reliable Uncertainty Quantification for Real-time Wave Height Prediction with Deep Ensemble | Dec 7, 2024 | Uncertainty Quantification | —Unverified | 0 |
| A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions | Dec 7, 2024 | ChatbotCommon Sense Reasoning | —Unverified | 0 |
| Uncertainty Quantification for Transformer Models for Dark-Pattern Detection | Dec 6, 2024 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems | Dec 6, 2024 | DeblurringGeophysics | —Unverified | 0 |