| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| Weakly-supervised Temporal Action Localization by Uncertainty Modeling | Jun 12, 2020 | Action ClassificationAction Localization | 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 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Deep Anomaly Detection with Outlier Exposure | Dec 11, 2018 | 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 |
| CODiT: Conformal Out-of-Distribution Detection in Time-Series Data | Jul 24, 2022 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | 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 |
| CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging | Mar 1, 2025 | Out-of-Distribution Detection | 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 |
| CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No | Aug 23, 2023 | NegationOut-of-Distribution Detection | 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 |
| 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 |
| Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings | Oct 14, 2024 | 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 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
| A framework for benchmarking class-out-of-distribution detection and its application to ImageNet | Feb 23, 2023 | BenchmarkingKnowledge Distillation | 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 |
| A Benchmark and Evaluation for Real-World Out-of-Distribution Detection Using Vision-Language Models | Jan 30, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Block Selection Method for Using Feature Norm in Out-of-distribution Detection | Dec 5, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
