| Out of distribution detection for intra-operative functional imaging | Nov 5, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Are Out-of-Distribution Detection Methods Effective on Large-Scale Datasets? | Oct 30, 2019 | General Classificationimage-classification | —Unverified | 0 |
| Unsupervised Out-of-Distribution Detection with Batch Normalization | Oct 21, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Out-of-distribution Detection in Classifiers via Generation | Oct 9, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Towards neural networks that provably know when they don't know | Sep 26, 2019 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Zero-Shot Out-of-Distribution Detection with Feature Correlations | Sep 25, 2019 | Feature CorrelationOut-of-Distribution Detection | CodeCode Available | 0 |
| Out-of-Distribution Image Detection Using the Normalized Compression Distance | Sep 25, 2019 | Out-of-Distribution Detection | —Unverified | 0 |
| Input complexity and out-of-distribution detection with likelihood-based generative models | Sep 25, 2019 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Improving Confident-Classifiers For Out-of-distribution Detection | Sep 25, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
| Uncertainty-Aware Prediction for Graph Neural Networks | Sep 25, 2019 | ClassificationNode Classification | —Unverified | 0 |
| Fourier networks for uncertainty estimates and out-of-distribution detection | Sep 25, 2019 | Out-of-Distribution Detection | —Unverified | 0 |
| Neural Network Out-of-Distribution Detection for Regression Tasks | Sep 25, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Out-of-distribution Detection in Few-shot Classification | Sep 25, 2019 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Simultaneous Classification and Out-of-Distribution Detection Using Deep Neural Networks | Sep 25, 2019 | Out-of-Distribution Detection | —Unverified | 0 |
| Open Set Recognition Through Deep Neural Network Uncertainty: Does Out-of-Distribution Detection Require Generative Classifiers? | Aug 26, 2019 | Open Set LearningOut-of-Distribution Detection | —Unverified | 0 |
| Density estimation in representation space to predict model uncertainty | Aug 20, 2019 | Density Estimationimage-classification | —Unverified | 0 |
| Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy | Aug 14, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out-of-Distribution Detection Using Neural Rendering Generative Models | Jul 10, 2019 | Neural RenderingOut-of-Distribution Detection | —Unverified | 0 |
| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty | Jun 28, 2019 | Anomaly DetectionOutlier Detection | CodeCode Available | 0 |
| Outlier Exposure with Confidence Control for Out-of-Distribution Detection | Jun 8, 2019 | Anomaly DetectionClassification | CodeCode Available | 0 |
| Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness | May 31, 2019 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections | May 30, 2019 | Out-of-Distribution Detection | —Unverified | 0 |
| On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks | May 27, 2019 | ClassificationData Augmentation | CodeCode Available | 0 |
| Hyperparameter-Free Out-of-Distribution Detection Using Softmax of Scaled Cosine Similarity | May 25, 2019 | Metric LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| Analysis of Confident-Classifiers for Out-of-distribution Detection | Apr 27, 2019 | General Classificationimage-classification | CodeCode Available | 0 |
| Out-of-Distribution Detection for Generalized Zero-Shot Action Recognition | Apr 18, 2019 | Action RecognitionAction Recognition In Videos | CodeCode Available | 0 |
| Using Pre-Training Can Improve Model Robustness and Uncertainty | Jan 28, 2019 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement Learning | Jan 8, 2019 | Bayesian InferenceDeep Reinforcement Learning | —Unverified | 0 |
| Improving Reconstruction Autoencoder Out-of-distribution Detection with Mahalanobis Distance | Dec 6, 2018 | Out-of-Distribution Detection | —Unverified | 0 |
| A Variational Dirichlet Framework for Out-of-Distribution Detection | Nov 18, 2018 | Out-of-Distribution DetectionVariational Inference | —Unverified | 0 |
| On the Confidence of Neural Network Predictions for some NLP Tasks | Oct 22, 2018 | Classificationimage-classification | —Unverified | 0 |
| Inhibited Softmax for Uncertainty Estimation in Neural Networks | Oct 3, 2018 | Out-of-Distribution DetectionSentiment Analysis | CodeCode Available | 0 |
| Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out Classifiers | Sep 4, 2018 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 0 |
| Discriminative out-of-distribution detection for semantic segmentation | Aug 23, 2018 | Out-of-Distribution DetectionSemantic Segmentation | —Unverified | 0 |
| Out-of-Distribution Detection using Multiple Semantic Label Representations | Aug 20, 2018 | Out-of-Distribution Detection | —Unverified | 0 |
| Metric Learning for Novelty and Anomaly Detection | Aug 16, 2018 | Anomaly DetectionMetric Learning | CodeCode Available | 0 |
| High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks | Jul 9, 2018 | Data AugmentationImage Generation | —Unverified | 0 |
| A General Framework for Abstention Under Label Shift | Feb 20, 2018 | Domain AdaptationGeneral Classification | CodeCode Available | 0 |
