| CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty | Dec 11, 2024 | Conformal PredictionPrediction | —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 |
| 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 |
| Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation | Dec 4, 2024 | Bias DetectionDisentanglement | —Unverified | 0 |
| Risk-aware Classification via Uncertainty Quantification | Dec 4, 2024 | ClassificationDecision Making | —Unverified | 0 |
| Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning | Dec 3, 2024 | Causal Language ModelingLanguage Modeling | —Unverified | 0 |
| Uncertainty-Aware Artificial Intelligence for Gear Fault Diagnosis in Motor Drives | Dec 2, 2024 | Decision MakingFault Diagnosis | —Unverified | 0 |
| Spatial Conformal Inference through Localized Quantile Regression | Dec 2, 2024 | Conformal PredictionPrediction | —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 |
| Identifying Reliable Predictions in Detection Transformers | Dec 2, 2024 | ObjectUncertainty Quantification | —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 |
| Per-event Uncertainty Quantification for Flow Cytometry using Calibration Beads | Nov 28, 2024 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Distribution-Free Calibration of Statistical Confidence Sets | Nov 28, 2024 | Conformal PredictionUncertainty Quantification | CodeCode Available | 0 |
| Redesigning the ensemble Kalman filter with a dedicated model of epistemic uncertainty | Nov 28, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Probabilistic size-and-shape functional mixed models | Nov 27, 2024 | Uncertainty Quantification | —Unverified | 0 |
| LC-SVD-DLinear: A low-cost physics-based hybrid machine learning model for data forecasting using sparse measurements | Nov 26, 2024 | Hybrid Machine LearningUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification for White Matter Hyperintensity segmentation detects silent failures and improves automated Fazekas quantification | Nov 26, 2024 | SegmentationUncertainty Quantification | —Unverified | 0 |
| A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation | Nov 25, 2024 | Active LearningBayesian Inference | —Unverified | 0 |
| Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries | Nov 25, 2024 | ICU AdmissionLarge Language Model | —Unverified | 0 |
| Quantile deep learning models for multi-step ahead time series prediction | Nov 24, 2024 | Deep LearningPrediction | CodeCode Available | 0 |
| PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification | Nov 22, 2024 | Anomaly Localizationimage-classification | CodeCode Available | 0 |
| Uncertainty Quantification in Working Memory via Moment Neural Networks | Nov 21, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Epinet for Content Cold Start | Nov 20, 2024 | Recommendation SystemsThompson Sampling | —Unverified | 0 |
| Hierarchical Spatio-Temporal Uncertainty Quantification for Distributed Energy Adoption | Nov 19, 2024 | Conformal PredictionManagement | —Unverified | 0 |
| Multivariate and Online Transfer Learning with Uncertainty Quantification | Nov 19, 2024 | Transfer LearningUncertainty Quantification | —Unverified | 0 |
| Fine-Grained Uncertainty Quantification via Collisions | Nov 18, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Theoretical Foundations of Conformal Prediction | Nov 18, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Uncertainty in Supply Chain Digital Twins: A Quantum-Classical Hybrid Approach | Nov 15, 2024 | Decision MakingHybrid Machine Learning | —Unverified | 0 |
| Melanoma Detection with Uncertainty Quantification | Nov 15, 2024 | DiversityUncertainty Quantification | —Unverified | 0 |
| Counterfactual Uncertainty Quantification of Factual Estimand of Efficacy from Before-and-After Treatment Repeated Measures Randomized Controlled Trials | Nov 14, 2024 | counterfactualUncertainty Quantification | —Unverified | 0 |
| Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems | Nov 14, 2024 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Sparse Bayesian Generative Modeling for Compressive Sensing | Nov 14, 2024 | Compressive SensingUncertainty Quantification | CodeCode Available | 0 |
| DeepUQ: Assessing the Aleatoric Uncertainties from two Deep Learning Methods | Nov 13, 2024 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection Data | Nov 12, 2024 | SegmentationUncertainty Quantification | CodeCode Available | 0 |
| Evidential time-to-event prediction with calibrated uncertainty quantification | Nov 12, 2024 | Decision MakingPrediction | —Unverified | 0 |
| Machine learning-enabled velocity model building with uncertainty quantification | Nov 11, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Data-Driven Gradient Optimization for Field Emission Management in a Superconducting Radio-Frequency Linac | Nov 11, 2024 | ManagementUncertainty Quantification | —Unverified | 0 |
| UQ of 2D Slab Burner DNS: Surrogates, Uncertainty Propagation, and Parameter Calibration | Nov 9, 2024 | Model Selectionregression | —Unverified | 0 |
| Variance-Aware Linear UCB with Deep Representation for Neural Contextual Bandits | Nov 8, 2024 | Computational EfficiencyMulti-Armed Bandits | CodeCode Available | 0 |