| Simple Techniques Work Surprisingly Well for Neural Network Test Prioritization and Active Learning (Replicability Study) | May 2, 2022 | Active LearningUncertainty Quantification | CodeCode Available | 1 |
| Disentangling Uncertainty in Machine Translation Evaluation | Apr 13, 2022 | Machine TranslationPrediction | CodeCode Available | 1 |
| Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty Quantification | Mar 18, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Scalable Uncertainty Quantification for Deep Operator Networks using Randomized Priors | Mar 6, 2022 | Uncertainty Quantification | CodeCode Available | 1 |
| MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks | Mar 2, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| AutoIP: A United Framework to Integrate Physics into Gaussian Processes | Feb 24, 2022 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 1 |
| Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning | Feb 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| UncertaINR: Uncertainty Quantification of End-to-End Implicit Neural Representations for Computed Tomography | Feb 22, 2022 | Computed Tomography (CT)Decision Making | CodeCode Available | 1 |
| Adaptive Conformal Predictions for Time Series | Feb 15, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging | Feb 10, 2022 | Conformal PredictionImage-to-Image Regression | CodeCode Available | 1 |
| Nonparametric Uncertainty Quantification for Single Deterministic Neural Network | Feb 7, 2022 | text-classificationText Classification | CodeCode Available | 1 |
| UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs | Jan 31, 2022 | image-classificationImage Classification | 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 |
| WPPNets and WPPFlows: The Power of Wasserstein Patch Priors for Superresolution | Jan 20, 2022 | Uncertainty Quantification | CodeCode Available | 1 |
| Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization | Dec 15, 2021 | scoring ruleUncertainty Quantification | 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 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 |
| Conformal Time-series Forecasting | Dec 1, 2021 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Edge Tracing using Gaussian Process Regression | Nov 5, 2021 | regressionUncertainty Quantification | CodeCode Available | 1 |
| OpenFWI: Large-Scale Multi-Structural Benchmark Datasets for Seismic Full Waveform Inversion | Nov 4, 2021 | 2kBenchmarking | CodeCode Available | 1 |
| Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification | Oct 26, 2021 | ClassificationNode Classification | CodeCode Available | 1 |
| PI3NN: Out-of-distribution-aware prediction intervals from three neural networks | Aug 5, 2021 | Prediction IntervalsUncertainty Quantification | CodeCode Available | 1 |
| Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows | Aug 4, 2021 | Decision MakingImage Segmentation | CodeCode Available | 1 |
| Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models | Jul 21, 2021 | Dimensionality ReductionUncertainty 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 |
