| Learning Prediction Intervals for Regression: Generalization and Calibration | Feb 26, 2021 | Learning TheoryPrediction | —Unverified | 0 |
| Sparse online variational Bayesian regression | Feb 24, 2021 | Bayesian Inferenceregression | CodeCode Available | 0 |
| Bayesian uncertainty quantification for data-driven equation learning | Feb 23, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| MUSBO: Model-based Uncertainty Regularized and Sample Efficient Batch Optimization for Deployment Constrained Reinforcement Learning | Feb 23, 2021 | Reinforcement Learning (RL)Uncertainty Quantification | —Unverified | 0 |
| Deep Deterministic Uncertainty: A Simple Baseline | Feb 23, 2021 | Active LearningUncertainty Quantification | CodeCode Available | 1 |
| Trumpets: Injective Flows for Inference and Inverse Problems | Feb 20, 2021 | Bayesian InferenceImage Reconstruction | CodeCode Available | 1 |
| COMBO: Conservative Offline Model-Based Policy Optimization | Feb 16, 2021 | modelOffline RL | CodeCode Available | 1 |
| Nonintrusive Uncertainty Quantification for automotive crash problems with VPS/Pamcrash | Feb 15, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Healing Products of Gaussian Processes | Feb 14, 2021 | Gaussian ProcessesGeneral Classification | CodeCode Available | 1 |
| DeepGLEAM: A hybrid mechanistic and deep learning model for COVID-19 forecasting | Feb 12, 2021 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| Private Prediction Sets | Feb 11, 2021 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Estimation and Applications of Quantiles in Deep Binary Classification | Feb 9, 2021 | Binary ClassificationClassification | CodeCode Available | 0 |
| Relational Dynamic Bayesian Network Modeling for Uncertainty Quantification and Propagation in Airline Disruption Management | Feb 9, 2021 | Decision MakingManagement | —Unverified | 0 |
| STUaNet: Understanding uncertainty in spatiotemporal collective human mobility | Feb 9, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification and exploration-exploitation trade-off in humans | Feb 5, 2021 | Active LearningBayesian Optimization | —Unverified | 0 |
| Advanced Stationary and Non-Stationary Kernel Designs for Domain-Aware Gaussian Processes | Feb 5, 2021 | Gaussian Processesregression | —Unverified | 0 |
| Bayesian data-driven discovery of partial differential equations with variable coefficients | Feb 2, 2021 | Bayesian InferenceModel Selection | —Unverified | 0 |
| Gaussian Experts Selection using Graphical Models | Feb 2, 2021 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks | Jan 27, 2021 | Active LearningUncertainty Quantification | CodeCode Available | 1 |
| Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy | Jan 21, 2021 | Deep LearningEnsemble Learning | —Unverified | 0 |
| Autonomous synthesis of metastable materials | Jan 19, 2021 | Active LearningEfficient Exploration | —Unverified | 0 |
| Deep neural network surrogates for non-smooth quantities of interest in shape uncertainty quantification | Jan 18, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty-Aware Body Composition Analysis with Deep Regression Ensembles on UK Biobank MRI | Jan 18, 2021 | regressionUncertainty Quantification | CodeCode Available | 0 |
| Parameter inference in a computational model of hemodynamics in pulmonary hypertension | Jan 15, 2021 | Clinical KnowledgeTime Series | —Unverified | 0 |
| A Novel Cluster Classify Regress Model Predictive Controller Formulation; CCR-MPC | Jan 15, 2021 | BIG-bench Machine LearningClustering | —Unverified | 0 |