| A Review and Refinement of Surprise Adequacy | Mar 10, 2021 | Out-of-Distribution Detection | CodeCode Available | 1 |
| How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts? | Feb 7, 2023 | Out-of-Distribution Detectionregression | CodeCode Available | 1 |
| DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion Models | Aug 15, 2023 | Generative Adversarial NetworkOut-of-Distribution Detection | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System | Jan 31, 2019 | Deep LearningDisease Prediction | CodeCode Available | 1 |
| How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Mar 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection | Jun 16, 2021 | Intent DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Improving evidential deep learning via multi-task learning | Dec 17, 2021 | Deep LearningMulti-Task Learning | CodeCode Available | 1 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| In or Out? Fixing ImageNet Out-of-Distribution Detection Evaluation | Jun 1, 2023 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices | Dec 28, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | CodeCode Available | 1 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Combine and Conquer: A Meta-Analysis on Data Shift and Out-of-Distribution Detection | Jun 23, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Learning with Mixture of Prototypes for Out-of-Distribution Detection | Feb 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes | Dec 20, 2021 | Graph AttentionGraph Learning | CodeCode Available | 1 |
| Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow | May 16, 2023 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Confidence-Aware Learning for Deep Neural Networks | Jul 3, 2020 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Masksembles for Uncertainty Estimation | Dec 15, 2020 | Classifier calibrationEnsemble Learning | CodeCode Available | 1 |
| MOOD: Multi-level Out-of-distribution Detection | Apr 30, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Contrastive Out-of-Distribution Detection for Pretrained Transformers | Apr 18, 2021 | Contrastive LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges | Oct 26, 2021 | Anomaly DetectionNovelty Detection | CodeCode Available | 1 |