| Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging | Feb 10, 2022 | Conformal PredictionImage-to-Image Regression | CodeCode Available | 1 |
| A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems | Feb 9, 2022 | blind source separationDimensionality Reduction | —Unverified | 0 |
| Model Architecture Adaption for Bayesian Neural Networks | Feb 9, 2022 | modelUncertainty Quantification | —Unverified | 0 |
| Multi-model Ensemble Analysis with Neural Network Gaussian Processes | Feb 8, 2022 | Gaussian ProcessesGPR | —Unverified | 0 |
| Impact of Parameter Sparsity on Stochastic Gradient MCMC Methods for Bayesian Deep Learning | Feb 8, 2022 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Nonparametric Uncertainty Quantification for Single Deterministic Neural Network | Feb 7, 2022 | text-classificationText Classification | CodeCode Available | 1 |
| Non-parametric Uncertainty Assessment in Deep-Learning Based Affine Image Registration | Feb 4, 2022 | Affine Image RegistrationDeep Learning | —Unverified | 0 |
| Deformable Image Registration uncertainty quantification using deep learning for dose accumulation in adaptive proton therapy | Feb 4, 2022 | AnatomyImage Registration | —Unverified | 0 |
| Uncertainty-aware Pseudo-label Selection for Positive-Unlabeled Learning | Jan 31, 2022 | Pseudo LabelUncertainty Quantification | —Unverified | 0 |
| Assessment of DeepONet for reliability analysis of stochastic nonlinear dynamical systems | Jan 31, 2022 | Uncertainty QuantificationZero-Shot Learning | —Unverified | 0 |
| UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs | Jan 31, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Counterfactual Plans under Distributional Ambiguity | Jan 29, 2022 | counterfactualUncertainty Quantification | CodeCode Available | 0 |
| A Kernel-Based Approach for Modelling Gaussian Processes with Functional Information | Jan 26, 2022 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Analytic Mutual Information in Bayesian Neural Networks | Jan 24, 2022 | Active Learningparameter estimation | —Unverified | 0 |
| Spherical Poisson Point Process Intensity Function Modeling and Estimation with Measure Transport | Jan 24, 2022 | Point ProcessesUncertainty Quantification | CodeCode Available | 0 |
| 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 |
| Uncertainty Quantification in Scientific Machine Learning: Methods, Metrics, and Comparisons | Jan 19, 2022 | BIG-bench Machine LearningUncertainty Quantification | CodeCode Available | 2 |
| Deep Capsule Encoder-Decoder Network for Surrogate Modeling and Uncertainty Quantification | Jan 19, 2022 | DecoderImage-to-Image Regression | —Unverified | 0 |
| Machine Learning Enhances Algorithms for Quantifying Non-Equilibrium Dynamics in Correlation Spectroscopy Experiments to Reach Frame-Rate-Limited Time Resolution | Jan 17, 2022 | DenoisingUncertainty Quantification | —Unverified | 0 |
| Better Uncertainty Quantification for Machine Translation Evaluation | Jan 16, 2022 | Machine TranslationTranslation | —Unverified | 0 |
| Probabilistic Mass Mapping with Neural Score Estimation | Jan 14, 2022 | Uncertainty Quantification | —Unverified | 0 |
| A Kernel-Expanded Stochastic Neural Network | Jan 14, 2022 | ImputationPrediction | CodeCode Available | 0 |
| An Overview of Uncertainty Quantification Methods for Infinite Neural Networks | Jan 13, 2022 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Two Wrongs Can Make a Right: A Transfer Learning Approach for Chemical Discovery with Chemical Accuracy | Jan 11, 2022 | DiagnosticProperty Prediction | —Unverified | 0 |
