| Bayesian graph convolutional neural networks via tempered MCMC | Apr 17, 2021 | Bayesian InferenceDeep Learning | CodeCode Available | 1 |
| I Find Your Lack of Uncertainty in Computer Vision Disturbing | Apr 16, 2021 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation | Apr 14, 2021 | Bayesian InferenceDecision Making | CodeCode Available | 1 |
| Learning by example: fast reliability-aware seismic imaging with normalizing flows | Apr 13, 2021 | Bayesian InferenceSeismic Imaging | CodeCode Available | 1 |
| Revisiting Bayesian Autoencoders with MCMC | Apr 13, 2021 | Bayesian InferenceDeep Learning | CodeCode Available | 0 |
| Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images | Apr 7, 2021 | Computed Tomography (CT)Lesion Segmentation | CodeCode Available | 1 |
| Universal Prediction Band via Semi-Definite Programming | Mar 31, 2021 | Conformal PredictionPrediction | —Unverified | 0 |
| High-Dimensional Uncertainty Quantification via Tensor Regression with Rank Determination and Adaptive Sampling | Mar 31, 2021 | regressionUncertainty Quantification | —Unverified | 0 |
| Fast and Accurate Emulation of the SDO/HMI Stokes Inversion with Uncertainty Quantification | Mar 31, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| HAD-Net: A Hierarchical Adversarial Knowledge Distillation Network for Improved Enhanced Tumour Segmentation Without Post-Contrast Images | Mar 30, 2021 | Knowledge DistillationSegmentation | CodeCode Available | 1 |
| Likelihood-based estimation and prediction for a measles outbreak in Samoa | Mar 30, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Simultaneous Reconstruction and Uncertainty Quantification for Tomography | Mar 29, 2021 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Accurate and Reliable Forecasting using Stochastic Differential Equations | Mar 28, 2021 | DiagnosticPrediction Intervals | —Unverified | 0 |
| LiBRe: A Practical Bayesian Approach to Adversarial Detection | Mar 27, 2021 | Adversarial DefenseUncertainty Quantification | CodeCode Available | 1 |
| Decision Theoretic Bootstrapping | Mar 18, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Bayesian Imaging With Data-Driven Priors Encoded by Neural Networks: Theory, Methods, and Algorithms | Mar 18, 2021 | Bayesian InferenceGenerative Adversarial Network | —Unverified | 0 |
| The Influence of Dropout on Membership Inference in Differentially Private Models | Mar 16, 2021 | BIG-bench Machine LearningUncertainty Quantification | —Unverified | 0 |
| Data-driven method for real-time prediction and uncertainty quantification of fatigue failure under stochastic loading using artificial neural networks and Gaussian process regression | Mar 11, 2021 | Decision MakingGPR | —Unverified | 0 |
| A data-driven epidemic model with social structure for understanding the COVID-19 infection on a heavily affected Italian Province | Mar 10, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds | Mar 9, 2021 | Off-policy evaluationOpen-Ended Question Answering | —Unverified | 0 |
| Bayesian Dynamical System Identification With Unified Sparsity Priors And Model Uncertainty | Mar 8, 2021 | regressionUncertainty Quantification | —Unverified | 0 |
| A Bayesian Multiscale Deep Learning Framework for Flows in Random Media | Mar 8, 2021 | Uncertainty Quantification | CodeCode Available | 0 |
| Distribution-free uncertainty quantification for classification under label shift | Mar 4, 2021 | ClassificationConformal Prediction | —Unverified | 0 |
| A Kernel Framework to Quantify a Model's Local Predictive Uncertainty under Data Distributional Shifts | Mar 2, 2021 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification by Ensemble Learning for Computational Optical Form Measurements | Mar 1, 2021 | Ensemble LearningForm | —Unverified | 0 |
