| FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection | Nov 30, 2021 | One-Class ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| The Exponentially Tilted Gaussian Prior for Variational Autoencoders | Nov 30, 2021 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Data Invariants to Understand Unsupervised Out-of-Distribution Detection | Nov 26, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Deep Representation Learning with an Information-theoretic Loss | Nov 25, 2021 | Anomaly DetectionFew-Shot Learning | —Unverified | 0 |
| Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks | Nov 24, 2021 | Anomaly DetectionColorization | —Unverified | 0 |
| Exploring the Limits of Epistemic Uncertainty Quantification in Low-Shot Settings | Nov 18, 2021 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 0 |
| Statistical Perspectives on Reliability of Artificial Intelligence Systems | Nov 9, 2021 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| Out of distribution detection for skin and malaria images | Nov 2, 2021 | Metric LearningOut-of-Distribution Detection | —Unverified | 0 |
| Validate on Sim, Detect on Real -- Model Selection for Domain Randomization | Nov 1, 2021 | Model SelectionOut-of-Distribution Detection | —Unverified | 0 |
| kFolden: k-Fold Ensemble for Out-Of-Distribution Detection | Nov 1, 2021 | AttributeClassification | —Unverified | 0 |
| PnPOOD : Out-Of-Distribution Detection for Text Classification via Plug andPlay Data Augmentation | Oct 31, 2021 | Data AugmentationLanguage Modeling | —Unverified | 0 |
| Class-wise Thresholding for Robust Out-of-Distribution Detection | Oct 28, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Reliable and Trustworthy Machine Learning for Health Using Dataset Shift Detection | Oct 26, 2021 | BIG-bench Machine LearningDiagnostic | —Unverified | 0 |
| Understanding the Role of Self-Supervised Learning in Out-of-Distribution Detection Task | Oct 26, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Why Out-of-distribution Detection in CNNs Does Not Like Mahalanobis -- and What to Use Instead | Oct 13, 2021 | Out-of-Distribution DetectionPlaying the Game of 2048 | —Unverified | 0 |
| On out-of-distribution detection with Bayesian neural networks | Oct 12, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Deep Classifiers with Label Noise Modeling and Distance Awareness | Oct 6, 2021 | Out-of-Distribution Detection | —Unverified | 0 |
| Δ-UQ: Accurate Uncertainty Quantification via Anchor Marginalization | Oct 5, 2021 | Model OptimizationOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection for Medical Applications: Guidelines for Practical Evaluation | Sep 30, 2021 | BIG-bench Machine LearningOut-of-Distribution Detection | CodeCode Available | 0 |
| The Needle in the haystack: Out-distribution aware Self-training in an Open-World Setting | Sep 29, 2021 | Out-of-Distribution DetectionSelf-Learning | —Unverified | 0 |
| Revisiting flow generative models for Out-of-distribution detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Improving and Assessing Anomaly Detectors for Large-Scale Settings | Sep 29, 2021 | Anomaly SegmentationOut-of-Distribution Detection | —Unverified | 0 |
| Revisiting Out-of-Distribution Detection: A Simple Baseline is Surprisingly Effective | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Efficient Out-of-Distribution Detection via CVAE data Generation | Sep 29, 2021 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 |
| Decomposing Texture and Semantics for Out-of-distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| FROB: Few-shot ROBust Model for Classification with Out-of-Distribution Detection | Sep 29, 2021 | One-Class ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Self-Joint Supervised Learning | Sep 29, 2021 | Out-of-Distribution Detection | —Unverified | 0 |
| DICE: A Simple Sparsification Method for Out-of-distribution Detection | Sep 29, 2021 | AttributeOut-of-Distribution Detection | —Unverified | 0 |
| Intra-class Mixup for Out-of-Distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Sneakoscope: Revisiting Unsupervised Out-of-Distribution Detection | Sep 29, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Robust Contrastive Active Learning with Feature-guided Query Strategies | Sep 13, 2021 | Active Learningimage-classification | —Unverified | 0 |
| No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| kFolden: k-Fold Ensemble for Out-Of-Distribution Detection | Aug 29, 2021 | AttributeClassification | CodeCode Available | 0 |
| Efficient Out-of-Distribution Detection Using Latent Space of β-VAE for Cyber-Physical Systems | Aug 26, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection | Aug 20, 2021 | Outlier DetectionOut-of-Distribution Detection | —Unverified | 0 |
| Teaching Uncertainty Quantification in Machine Learning through Use Cases | Aug 19, 2021 | BIG-bench Machine LearningGeneral Knowledge | —Unverified | 0 |
| Out-of-Distribution Detection Using Outlier Detection Methods | Aug 18, 2021 | Outlier DetectionOut-of-Distribution Detection | CodeCode Available | 0 |
| Neural density estimation and uncertainty quantification for laser induced breakdown spectroscopy spectra | Aug 17, 2021 | Density EstimationOut-of-Distribution Detection | —Unverified | 0 |
| Bayesian Autoencoders: Analysing and Fixing the Bernoulli likelihood for Out-of-Distribution Detection | Jul 28, 2021 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Are Bayesian neural networks intrinsically good at out-of-distribution detection? | Jul 26, 2021 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 0 |
| Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications | Jul 25, 2021 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 0 |
| Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions | Jul 20, 2021 | counterfactualMedical Diagnosis | —Unverified | 0 |
| On the Importance of Regularisation & Auxiliary Information in OOD Detection | Jul 15, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Understanding Failures in Out-of-Distribution Detection with Deep Generative Models | Jul 14, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Learning a Discriminant Latent Space with Neural Discriminant Analysis | Jul 13, 2021 | ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Thinkback: Task-SpecificOut-of-Distribution Detection | Jul 13, 2021 | Out-of-Distribution Detection | —Unverified | 0 |
| Out of Distribution Detection and Adversarial Attacks on Deep Neural Networks for Robust Medical Image Analysis | Jul 10, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Confidence-based Out-of-Distribution Detection: A Comparative Study and Analysis | Jul 6, 2021 | Decision Makingimage-classification | CodeCode Available | 0 |
| Task-Driven Detection of Distribution Shifts with Statistical Guarantees for Robot Learning | Jun 25, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference | Jun 25, 2021 | Collaborative InferenceOut-of-Distribution Detection | —Unverified | 0 |
