| Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles | Dec 5, 2016 | Image Classificationregression | VerifiedCommunity Verified — 1 reproduction | 2 | 23 |
| Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers | Apr 27, 2025 | HallucinationQuestion Answering | CodeCode Available | 5 | 5 |
| UQLM: A Python Package for Uncertainty Quantification in Large Language Models | Jul 8, 2025 | HallucinationUncertainty Quantification | CodeCode Available | 5 | 5 |
| Conditional Generative Models for Contrast-Enhanced Synthesis of T1w and T1 Maps in Brain MRI | Oct 11, 2024 | Uncertainty Quantification | CodeCode Available | 5 | 5 |
| The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs | Jul 10, 2024 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 4 | 5 |
| NeuralFoil: An Airfoil Aerodynamics Analysis Tool Using Physics-Informed Machine Learning | Mar 20, 2025 | Feature EngineeringPhysics-informed machine learning | CodeCode Available | 3 | 5 |
| Learning and discovering multiple solutions using physics-informed neural networks with random initialization and deep ensemble | Mar 8, 2025 | Uncertainty Quantification | CodeCode Available | 3 | 5 |
| Does confidence calibration improve conformal prediction? | Feb 6, 2024 | Conformal PredictionPrediction | CodeCode Available | 3 | 5 |
| Vine Copulas as Differentiable Computational Graphs | Jun 16, 2025 | GPUScheduling | CodeCode Available | 3 | 5 |
| MAPIE: an open-source library for distribution-free uncertainty quantification | Jul 25, 2022 | Conformal PredictionMulti-class Classification | CodeCode Available | 3 | 5 |
| C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets | Oct 12, 2024 | Conformal PredictionPrediction | CodeCode Available | 3 | 5 |
| Benchmarking LLMs via Uncertainty Quantification | Jan 23, 2024 | BenchmarkingUncertainty Quantification | CodeCode Available | 3 | 5 |
| Reservoir History Matching of the Norne field with generative exotic priors and a coupled Mixture of Experts -- Physics Informed Neural Operator Forward Model | Jun 2, 2024 | DenoisingMixture-of-Experts | CodeCode Available | 3 | 5 |
| NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators | Aug 25, 2022 | Uncertainty Quantification | CodeCode Available | 2 | 5 |
| Neurosymbolic Diffusion Models | May 19, 2025 | Autonomous DrivingUncertainty Quantification | CodeCode Available | 2 | 5 |
| GAUCHE: A Library for Gaussian Processes in Chemistry | Dec 6, 2022 | Bayesian OptimisationGaussian Processes | CodeCode Available | 2 | 5 |
| Model-free quantification of completeness, uncertainties, and outliers in atomistic machine learning using information theory | Apr 18, 2024 | Active LearningUncertainty Quantification | CodeCode Available | 2 | 5 |
| Parametric and Multivariate Uncertainty Calibration for Regression and Object Detection | Jul 4, 2022 | object-detectionObject Detection | CodeCode Available | 2 | 5 |
| Artificial Kuramoto Oscillatory Neurons | Oct 17, 2024 | Adversarial RobustnessObject Discovery | CodeCode Available | 2 | 5 |
| Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models | Oct 28, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 2 | 5 |
| Distribution-Free, Risk-Controlling Prediction Sets | Jan 7, 2021 | BIG-bench Machine LearningClassification | CodeCode Available | 2 | 5 |
| EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy | Nov 10, 2023 | Uncertainty Quantification | CodeCode Available | 2 | 5 |
| Conformal prediction under ambiguous ground truth | Jul 18, 2023 | Conformal PredictionPrediction | CodeCode Available | 2 | 5 |
| GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction | Apr 29, 2025 | 3DGS3D Reconstruction | CodeCode Available | 2 | 5 |
| FisherRF: Active View Selection and Uncertainty Quantification for Radiance Fields using Fisher Information | Nov 29, 2023 | NeRFUncertainty Quantification | CodeCode Available | 2 | 5 |
