| A Rate-Distortion View of Uncertainty Quantification | Jun 16, 2024 | Gaussian ProcessesOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning | Jul 1, 2023 | D4RLmodel | CodeCode Available | 1 |
| Multimodal Learning with Uncertainty Quantification based on Discounted Belief Fusion | Dec 23, 2024 | Decision MakingMulti-modal Classification | CodeCode Available | 1 |
| Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification | Nov 11, 2024 | BenchmarkingImage Segmentation | CodeCode Available | 1 |
| Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies | Mar 11, 2025 | Conformal PredictionImitation Learning | CodeCode Available | 1 |
| Neural Bootstrapper | Oct 2, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 1 |
| Novel Class Discovery for 3D Point Cloud Semantic Segmentation | Mar 21, 2023 | 2D Semantic SegmentationNovel Class Discovery | CodeCode Available | 1 |
| NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation | Aug 5, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation | Mar 22, 2023 | Conformal PredictionKeypoint Detection | CodeCode Available | 1 |
| Object Shape Error Response Using Bayesian 3-D Convolutional Neural Networks for Assembly Systems With Compliant Parts | Dec 8, 2021 | 3D Shape ModelingBenchmarking | CodeCode Available | 1 |
| On Verbalized Confidence Scores for LLMs | Dec 19, 2024 | Uncertainty Quantification | CodeCode Available | 1 |
| OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion | Nov 4, 2021 | 2kBenchmarking | CodeCode Available | 1 |
| Calibrated Explanations: with Uncertainty Information and Counterfactuals | May 3, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization | Apr 16, 2020 | Uncertainty Quantification | CodeCode Available | 1 |
| Personalized Federated Learning under Mixture of Distributions | May 1, 2023 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 |
| Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning | Feb 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference | Feb 8, 2024 | Domain AdaptationUncertainty Quantification | CodeCode Available | 1 |
| Physics-informed Information Field Theory for Modeling Physical Systems with Uncertainty Quantification | Jan 18, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| COMBO: Conservative Offline Model-Based Policy Optimization | Feb 16, 2021 | modelOffline RL | CodeCode Available | 1 |
| Conformal PID Control for Time Series Prediction | Jul 31, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| A Simple Baseline for Bayesian Uncertainty in Deep Learning | Feb 7, 2019 | Bayesian InferenceDeep Learning | CodeCode Available | 1 |
| Point-DeepONet: A Deep Operator Network Integrating PointNet for Nonlinear Analysis of Non-Parametric 3D Geometries and Load Conditions | Dec 24, 2024 | Operator learningUncertainty Quantification | CodeCode Available | 1 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| Post-hoc Uncertainty Learning using a Dirichlet Meta-Model | Dec 14, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification | Jul 27, 2023 | Fault DetectionUncertainty Quantification | CodeCode Available | 1 |
| Predictive Modeling and Uncertainty Quantification of Fatigue Life in Metal Alloys using Machine Learning | Jan 25, 2025 | Property PredictionUncertainty Quantification | CodeCode Available | 1 |
| Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical data | May 1, 2023 | Decision MakingLung Nodule Segmentation | CodeCode Available | 1 |
| Probabilistic Circuits That Know What They Don't Know | Feb 13, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM Outputs | May 13, 2025 | HallucinationUncertainty Quantification | CodeCode Available | 1 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 |
| A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space | Sep 21, 2023 | GPURepresentation Learning | CodeCode Available | 1 |
| Bayesian Few-Shot Classification with One-vs-Each Pólya-Gamma Augmented Gaussian Processes | Jul 20, 2020 | ClassificationGaussian Processes | CodeCode Available | 1 |
| alpha-Deep Probabilistic Inference (alpha-DPI): efficient uncertainty quantification from exoplanet astrometry to black hole feature extraction | Jan 21, 2022 | Uncertainty QuantificationVariational Inference | CodeCode Available | 1 |
| Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures? | Sep 7, 2022 | Uncertainty Quantification | CodeCode Available | 1 |
| Building Calibrated Deep Models via Uncertainty Matching with Auxiliary Interval Predictors | Sep 9, 2019 | Object LocalizationPrediction | CodeCode Available | 1 |
| Disentangling Uncertainty in Machine Translation Evaluation | Apr 13, 2022 | Machine TranslationPrediction | CodeCode Available | 1 |
| RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation | Aug 16, 2020 | Efficient Neural NetworkImage Segmentation | CodeCode Available | 1 |
| Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction | Aug 18, 2023 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Bayes' Rays: Uncertainty Quantification for Neural Radiance Fields | Sep 6, 2023 | Depth EstimationNeRF | 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 |
| Semi-supervised Variational Autoencoder for Regression: Application on Soft Sensors | Nov 11, 2022 | regressionUncertainty Quantification | CodeCode Available | 1 |
| Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models | Jul 3, 2023 | FormInstruction Following | CodeCode Available | 1 |
| Uncertainty Estimation Using a Single Deep Deterministic Neural Network | Mar 4, 2020 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 1 |
| Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles | Dec 5, 2016 | Image Classificationregression | CodeCode Available | 1 |
| Simulator-Based Inference with Waldo: Confidence Regions by Leveraging Prediction Algorithms and Posterior Estimators for Inverse Problems | May 31, 2022 | PredictionUncertainty Quantification | CodeCode Available | 1 |
| Bayesian Physics Informed Neural Networks for Data Assimilation and Spatio-Temporal Modelling of Wildfires | Dec 2, 2022 | Uncertainty Quantification | CodeCode Available | 1 |
| Bayesian graph convolutional neural networks via tempered MCMC | Apr 17, 2021 | Bayesian InferenceDeep Learning | CodeCode Available | 1 |
| BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition | Aug 28, 2023 | Computational EfficiencyGaussian Processes | 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 |
| Bayesian neural networks via MCMC: a Python-based tutorial | Apr 2, 2023 | Bayesian InferenceDeep Learning | CodeCode Available | 1 |
