| Scalable Uncertainty Quantification for Deep Operator Networks using Randomized Priors | Mar 6, 2022 | Uncertainty Quantification | CodeCode Available | 1 |
| NUQ: A Noise Metric for Diffusion MRI via Uncertainty Discrepancy Quantification | Mar 3, 2022 | DenoisingDiffusion MRI | —Unverified | 0 |
| Bayesian Spillover Graphs for Dynamic Networks | Mar 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks | Mar 2, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Machine learning models predict calculation outcomes with the transferability necessary for computational catalysis | Mar 2, 2022 | BIG-bench Machine LearningUncertainty Quantification | —Unverified | 0 |
| Bayesian adaptive and interpretable functional regression for exposure profiles | Mar 1, 2022 | Bayesian Inferenceregression | CodeCode Available | 0 |
| Rule-based Evolutionary Bayesian Learning | Feb 28, 2022 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Bayesian autoencoders with uncertainty quantification: Towards trustworthy anomaly detection | Feb 25, 2022 | Anomaly DetectionUncertainty Quantification | —Unverified | 0 |
| On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression | Feb 24, 2022 | 3D ReconstructionAutonomous Driving | —Unverified | 0 |
| 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 |
| Off-Policy Confidence Interval Estimation with Confounded Markov Decision Process | Feb 22, 2022 | Uncertainty Quantification | CodeCode Available | 0 |
| GAN-DUF: Hierarchical Deep Generative Models for Design Under Free-Form Geometric Uncertainty | Feb 21, 2022 | FormGenerative Adversarial Network | CodeCode Available | 0 |
| Stochastic Modeling of Inhomogeneities in the Aortic Wall and Uncertainty Quantification using a Bayesian Encoder-Decoder Surrogate | Feb 21, 2022 | DecoderUncertainty Quantification | —Unverified | 0 |
| Generalized Bayesian Additive Regression Trees Models: Beyond Conditional Conjugacy | Feb 20, 2022 | regressionSurvival Analysis | —Unverified | 0 |
| Accurate Prediction and Uncertainty Estimation using Decoupled Prediction Interval Networks | Feb 19, 2022 | Active LearningPrediction | —Unverified | 0 |
| Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection | Feb 19, 2022 | Human-Object Interaction DetectionObject | CodeCode Available | 0 |
| DeepONet-Grid-UQ: A Trustworthy Deep Operator Framework for Predicting the Power Grid's Post-Fault Trajectories | Feb 15, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Adaptive Conformal Predictions for Time Series | Feb 15, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Deep Ensembles Work, But Are They Necessary? | Feb 14, 2022 | DiversityUncertainty Quantification | CodeCode Available | 0 |
| Local approximation of operators | Feb 13, 2022 | Time Series AnalysisUncertainty Quantification | —Unverified | 0 |
| Deep Learning to advance the Eigenspace Perturbation Method for Turbulence Model Uncertainty Quantification | Feb 11, 2022 | Uncertainty Quantification | —Unverified | 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 |
| PCENet: High Dimensional Surrogate Modeling for Learning Uncertainty | Feb 10, 2022 | Dimensionality ReductionRepresentation Learning | —Unverified | 0 |
