| A Deeper Look into Aleatoric and Epistemic Uncertainty Disentanglement | Apr 20, 2022 | DisentanglementUncertainty Quantification | —Unverified | 0 |
| Self-Aware Personalized Federated Learning | Apr 17, 2022 | Federated LearningPersonalized Federated Learning | —Unverified | 0 |
| Conditional Injective Flows for Bayesian Imaging | Apr 15, 2022 | Image RestorationUncertainty Quantification | CodeCode Available | 0 |
| Disentangling Uncertainty in Machine Translation Evaluation | Apr 13, 2022 | Machine TranslationPrediction | CodeCode Available | 1 |
| Automated Learning of Interpretable Models with Quantified Uncertainty | Apr 12, 2022 | BIG-bench Machine LearningInterpretable Machine Learning | —Unverified | 0 |
| A fully Bayesian sparse polynomial chaos expansion approach with joint priors on the coefficients and global selection of terms | Apr 12, 2022 | Uncertainty QuantificationVariable Selection | CodeCode Available | 0 |
| Deep learning-based surrogate model for 3-D patient-specific computational fluid dynamics | Apr 11, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian Parameter Estimation for Dynamical Models in Systems Biology | Apr 11, 2022 | parameter estimationUncertainty Quantification | CodeCode Available | 0 |
| RMFGP: Rotated Multi-fidelity Gaussian process with Dimension Reduction for High-dimensional Uncertainty Quantification | Apr 11, 2022 | Active LearningDimensionality Reduction | —Unverified | 0 |
| Uncertainty-Informed Deep Learning Models Enable High-Confidence Predictions for Digital Histopathology | Apr 9, 2022 | AttributeUncertainty Quantification | CodeCode Available | 2 |
| MultiAuto-DeepONet: A Multi-resolution Autoencoder DeepONet for Nonlinear Dimension Reduction, Uncertainty Quantification and Operator Learning of Forward and Inverse Stochastic Problems | Apr 7, 2022 | DecoderDimensionality Reduction | —Unverified | 0 |
| Deep-Ensemble-Based Uncertainty Quantification in Spatiotemporal Graph Neural Networks for Traffic Forecasting | Apr 4, 2022 | Bayesian OptimizationHyperparameter Optimization | —Unverified | 0 |
| Risk-Aware Control and Optimization for High-Renewable Power Grids | Apr 2, 2022 | Uncertainty QuantificationVocal Bursts Intensity Prediction | —Unverified | 0 |
| Probabilistic AutoRegressive Neural Networks for Accurate Long-range Forecasting | Apr 1, 2022 | Decision MakingEpidemiology | CodeCode Available | 0 |
| DBCal: Density Based Calibration of classifier predictions for uncertainty quantification | Apr 1, 2022 | Semantic SegmentationUncertainty Quantification | —Unverified | 0 |
| Velocity continuation with Fourier neural operators for accelerated uncertainty quantification | Mar 27, 2022 | Seismic ImagingUncertainty Quantification | CodeCode Available | 0 |
| On efficient algorithms for computing near-best polynomial approximations to high-dimensional, Hilbert-valued functions from limited samples | Mar 25, 2022 | compressed sensingUncertainty Quantification | —Unverified | 0 |
| Bayesian Deep Learning with Multilevel Trace-class Neural Networks | Mar 24, 2022 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| SweiNet: Deep Learning Based Uncertainty Quantification for Ultrasound Shear Wave Elasticity Imaging | Mar 21, 2022 | Decision MakingUncertainty Quantification | CodeCode Available | 0 |
| Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty Quantification | Mar 18, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Neural Message Passing for Objective-Based Uncertainty Quantification and Optimal Experimental Design | Mar 14, 2022 | Experimental Designparameter estimation | CodeCode Available | 0 |
| Prediction Sets Adaptive to Unknown Covariate Shift | Mar 11, 2022 | PredictionUncertainty Quantification | CodeCode Available | 0 |
| Flexible Amortized Variational Inference in qBOLD MRI | Mar 11, 2022 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation | Mar 11, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian Spatial Predictive Synthesis | Mar 10, 2022 | Model SelectionUncertainty Quantification | —Unverified | 0 |
