| Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification | Sep 2, 2024 | ClassificationConformal Prediction | CodeCode Available | 1 |
| Gradient-free variational learning with conditional mixture networks | Aug 29, 2024 | Computational EfficiencyMixture-of-Experts | CodeCode Available | 1 |
| DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays | Aug 27, 2024 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| Uncertainty Quantification of Surrogate Models using Conformal Prediction | Aug 19, 2024 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators | Aug 2, 2024 | Uncertainty QuantificationWeather Forecasting | CodeCode Available | 1 |
| Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification Tasks | Jul 25, 2024 | Model OptimizationModel Selection | CodeCode Available | 1 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 |
| Randomized Physics-Informed Neural Networks for Bayesian Data Assimilation | Jul 5, 2024 | Stochastic OptimizationUncertainty Quantification | CodeCode Available | 1 |
| A Rate-Distortion View of Uncertainty Quantification | Jun 16, 2024 | Gaussian ProcessesOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| LUMA: A Benchmark Dataset for Learning from Uncertain and Multimodal Data | Jun 14, 2024 | BenchmarkingDecision Making | CodeCode Available | 1 |
| A Bayesian Approach to Online Planning | Jun 4, 2024 | Thompson SamplingUncertainty Quantification | CodeCode Available | 1 |
| VENI, VINDy, VICI: a variational reduced-order modeling framework with uncertainty quantification | May 31, 2024 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 1 |
| Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities | May 30, 2024 | Text GenerationUncertainty Quantification | CodeCode Available | 1 |
| Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space | May 22, 2024 | MisinformationQuestion Answering | CodeCode Available | 1 |
| Pessimistic Value Iteration for Multi-Task Data Sharing in Offline Reinforcement Learning | Apr 30, 2024 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Deep Generative Data Assimilation in Multimodal Setting | Apr 10, 2024 | Image GenerationUncertainty Quantification | CodeCode Available | 1 |
| Kermut: Composite kernel regression for protein variant effects | Apr 9, 2024 | PredictionProperty Prediction | CodeCode Available | 1 |
| Universal Functional Regression with Neural Operator Flows | Apr 3, 2024 | Gaussian Processesregression | CodeCode Available | 1 |
| LUQ: Long-text Uncertainty Quantification for LLMs | Mar 29, 2024 | Text GenerationUncertainty Quantification | CodeCode Available | 1 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| Uncertainty quantification for data-driven weather models | Mar 20, 2024 | Decision MakingUncertainty Quantification | CodeCode Available | 1 |
| Conformal prediction for multi-dimensional time series by ellipsoidal sets | Mar 6, 2024 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Uncertainty-Aware Evaluation for Vision-Language Models | Feb 22, 2024 | Conformal PredictionLanguage Modeling | CodeCode Available | 1 |
| Uncertainty Quantification for In-Context Learning of Large Language Models | Feb 15, 2024 | HallucinationIn-Context Learning | CodeCode Available | 1 |
