| CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty | Dec 11, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation | Dec 10, 2024 | Text GenerationUncertainty Quantification | —Unverified | 0 |
| Dual Random Fields and their Application to Mineral Potential Mapping | Dec 10, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Conformal Uncertainty Quantification of Electricity Price Predictions for Risk-Averse Storage Arbitrage | Dec 10, 2024 | Uncertainty Quantification | —Unverified | 0 |
| How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning | Dec 9, 2024 | BenchmarkingEarth Observation | —Unverified | 0 |
| 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 |
| Learning Hidden Physics and System Parameters with Deep Operator Networks | Dec 6, 2024 | BenchmarkingUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Portfolio Temperature Alignment | Dec 5, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Deep priors for satellite image restoration with accurate uncertainties | Dec 5, 2024 | DeblurringDenoising | —Unverified | 0 |
| Semantic Consistency-Based Uncertainty Quantification for Factuality in Radiology Report Generation | Dec 5, 2024 | DiagnosticSentence | CodeCode Available | 0 |
| Risk-aware Classification via Uncertainty Quantification | Dec 4, 2024 | ClassificationDecision Making | —Unverified | 0 |
| Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation | Dec 4, 2024 | Bias DetectionDisentanglement | —Unverified | 0 |
| Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning | Dec 3, 2024 | Causal Language ModelingLanguage Modeling | —Unverified | 0 |
| Spatial Conformal Inference through Localized Quantile Regression | Dec 2, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Uncertainty-Aware Artificial Intelligence for Gear Fault Diagnosis in Motor Drives | Dec 2, 2024 | Decision MakingFault Diagnosis | —Unverified | 0 |
| Identifying Reliable Predictions in Detection Transformers | Dec 2, 2024 | ObjectUncertainty Quantification | —Unverified | 0 |
| Towards Clinical Practice in CT-Based Pulmonary Disease Screening: An Efficient and Reliable Framework | Dec 2, 2024 | Computed Tomography (CT)Diagnostic | —Unverified | 0 |
| Predictive Inference With Fast Feature Conformal Prediction | Dec 1, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 |
| AutoPQ: Automating Quantile estimation from Point forecasts in the context of sustainability | Nov 30, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Redesigning the ensemble Kalman filter with a dedicated model of epistemic uncertainty | Nov 28, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Distribution-Free Calibration of Statistical Confidence Sets | Nov 28, 2024 | Conformal PredictionUncertainty Quantification | CodeCode Available | 0 |
| Per-event Uncertainty Quantification for Flow Cytometry using Calibration Beads | Nov 28, 2024 | Decision MakingUncertainty Quantification | —Unverified | 0 |