| Statistical guarantees for stochastic Metropolis-Hastings | Oct 13, 2023 | regressionUncertainty Quantification | CodeCode Available | 0 |
| Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models | Sep 23, 2022 | Uncertainty Quantification | CodeCode Available | 0 |
| Deep Directional Statistics: Pose Estimation with Uncertainty Quantification | May 9, 2018 | Deep LearningPose Estimation | CodeCode Available | 0 |
| Quantile deep learning models for multi-step ahead time series prediction | Nov 24, 2024 | Deep LearningPrediction | CodeCode Available | 0 |
| An Analytic Solution to Covariance Propagation in Neural Networks | Mar 24, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Variational Bayes for high-dimensional proportional hazards models with applications within gene expression | Dec 19, 2021 | Uncertainty QuantificationVariable Selection | CodeCode Available | 0 |
| MetaDetect: Uncertainty Quantification and Prediction Quality Estimates for Object Detection | Oct 4, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning | Apr 6, 2023 | Conformal PredictionQuantum Machine Learning | CodeCode Available | 0 |
| Visualizing Uncertainty in Translation Tasks: An Evaluation of LLM Performance and Confidence Metrics | Jan 26, 2025 | Machine TranslationTranslation | CodeCode Available | 0 |
| QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results | Dec 19, 2021 | BenchmarkingBrain Tumor Segmentation | CodeCode Available | 0 |
| Bayesian Emulation for Computer Models with Multiple Partial Discontinuities | Oct 19, 2022 | Uncertainty Quantification | CodeCode Available | 0 |
| Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks | Feb 10, 2025 | NavigateProbabilistic Deep Learning | CodeCode Available | 0 |
| Deep Adaptive Arbitrary Polynomial Chaos Expansion: A Mini-data-driven Semi-supervised Method for Uncertainty Quantification | Jul 22, 2021 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 0 |
| Minimal Achievable Sufficient Statistic Learning | May 19, 2019 | BIG-bench Machine LearningUncertainty Quantification | CodeCode Available | 0 |
| WiOpen: A Robust Wi-Fi-based Open-set Gesture Recognition Framework | Feb 1, 2024 | Gesture RecognitionUncertainty Quantification | CodeCode Available | 0 |
| Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA | Feb 17, 2025 | Computational Efficiencyparameter-efficient fine-tuning | CodeCode Available | 0 |
| Minimax Confidence Intervals for the Sliced Wasserstein Distance | Sep 17, 2019 | Uncertainty Quantification | CodeCode Available | 0 |
| Mining the manifolds of deep generative models for multiple data-consistent solutions of ill-posed tomographic imaging problems | Feb 10, 2022 | Generative Adversarial NetworkStochastic Optimization | CodeCode Available | 0 |
| Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition | Jul 1, 2024 | Emotion RecognitionPrediction | CodeCode Available | 0 |
| Unsupervised Joint Image Transfer and Uncertainty Quantification Using Patch Invariant Networks | Jul 9, 2022 | Data AugmentationUncertainty Quantification | CodeCode Available | 0 |
| Achieving Equalized Odds by Resampling Sensitive Attributes | Jun 8, 2020 | AttributeFairness | CodeCode Available | 0 |
| Stein Variational Newton Neural Network Ensembles | Nov 4, 2024 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Calibrate your listeners! Robust communication-based training for pragmatic speakers | Oct 11, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Uncertainty-Aware Guidance for Target Tracking subject to Intermittent Measurements using Motion Model Learning | Feb 1, 2024 | PositionState Estimation | CodeCode Available | 0 |
| Uncertainty-Aware Hardware Trojan Detection Using Multimodal Deep Learning | Jan 15, 2024 | Decision MakingDeep Learning | CodeCode Available | 0 |
| Random Pareto front surfaces | May 2, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Unsupervised Word-level Quality Estimation for Machine Translation Through the Lens of Annotators (Dis)agreement | May 29, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media | Jul 2, 2018 | Computational EfficiencyDecoder | CodeCode Available | 0 |
| Deep Bayesian segmentation for colon polyps: Well-calibrated predictions in medical imaging | Jul 23, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Modèles de Substitution pour les Modèles à base d'Agents : Enjeux, Méthodes et Applications | May 17, 2025 | Computational EfficiencyGaussian Processes | CodeCode Available | 0 |
| Uncertainty-aware INVASE: Enhanced Breast Cancer Diagnosis Feature Selection | May 4, 2021 | feature selectionUncertainty Quantification | CodeCode Available | 0 |
| Wasserstein Generative Adversarial Uncertainty Quantification in Physics-Informed Neural Networks | Aug 30, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Wasserstein Generative Learning of Conditional Distribution | Dec 19, 2021 | Density EstimationImage Generation | CodeCode Available | 0 |
| Modeling and inference of spatio-temporal protein dynamics across brain networks | Jan 18, 2019 | Uncertainty QuantificationVariational Inference | CodeCode Available | 0 |
| Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes | Nov 14, 2023 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| Modeling groundwater levels in California's Central Valley by hierarchical Gaussian process and neural network regression | Oct 23, 2023 | Gaussian Processesregression | CodeCode Available | 0 |
| Modeling the Dynamics of PDE Systems with Physics-Constrained Deep Auto-Regressive Networks | Jun 13, 2019 | DecoderUncertainty Quantification | CodeCode Available | 0 |
| Uncertainty quantification for predictions of atomistic neural networks | Jul 14, 2022 | Active LearningProperty Prediction | CodeCode Available | 0 |
| Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantification | Apr 8, 2023 | Out-of-Distribution Detectionregression | CodeCode Available | 0 |
| Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent | Feb 5, 2018 | Uncertainty Quantification | CodeCode Available | 0 |
| Stochastic reconstruction of an oolitic limestone by generative adversarial networks | Dec 7, 2017 | Image GenerationImage Reconstruction | CodeCode Available | 0 |
| Architectural and Inferential Inductive Biases For Exchangeable Sequence Modeling | Mar 3, 2025 | Active LearningDecision Making | CodeCode Available | 0 |
| Model uncertainty quantification using feature confidence sets for outcome excursions | Apr 28, 2025 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Moment-based parameter inference with error guarantees for stochastic reaction networks | Jun 25, 2024 | Data IntegrationUncertainty Quantification | CodeCode Available | 0 |
| Uncertainty-Aware Null Space Networks for Data-Consistent Image Reconstruction | Apr 14, 2023 | Image ReconstructionMRI Reconstruction | CodeCode Available | 0 |
| Instant Uncertainty Calibration of NeRFs Using a Meta-Calibrator | Dec 4, 2023 | Image ReconstructionMedical Diagnosis | CodeCode Available | 0 |
| An age-structured SEIR model for COVID--19 incidence in Dublin, Ireland with framework for evaluating health intervention cost | Jun 11, 2021 | counterfactualUncertainty Quantification | CodeCode Available | 0 |
| UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making | Jun 20, 2025 | Decision MakingQuestion Answering | CodeCode Available | 0 |
| Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes | Jun 12, 2019 | Activity RecognitionAudio Classification | CodeCode Available | 0 |
| Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR) | May 29, 2022 | Conformal PredictionDensity Estimation | CodeCode Available | 0 |