| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual 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 |
| Characterizing Structural Regularities of Labeled Data in Overparameterized Models | Feb 8, 2020 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 1 |
| Laplacian Autoencoders for Learning Stochastic Representations | Jun 30, 2022 | Bayesian InferenceOut-of-Distribution Detection | CodeCode Available | 1 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | Nov 24, 2022 | Out-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 |
| Demo Abstract: Real-Time Out-of-Distribution Detection on a Mobile Robot | Nov 15, 2022 | Navigateobject-detection | CodeCode Available | 1 |
| Continual Evidential Deep Learning for Out-of-Distribution Detection | Sep 6, 2023 | Continual LearningDeep Learning | CodeCode Available | 1 |
| Entropy Maximization and Meta Classification for Out-Of-Distribution Detection in Semantic Segmentation | Dec 9, 2020 | General ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning | Jun 2, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| EAT: Towards Long-Tailed Out-of-Distribution Detection | Dec 14, 2023 | Long-tail LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Enabling Uncertainty Estimation in Iterative Neural Networks | Mar 25, 2024 | Bayesian OptimizationOut-of-Distribution Detection | CodeCode Available | 1 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | Sep 20, 2022 | Out-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 |
| Energy-based Hopfield Boosting for Out-of-Distribution Detection | May 14, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Energy-based Out-of-Distribution Detection for Graph Neural Networks | Feb 6, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Beyond AUROC & co. for evaluating out-of-distribution detection performance | Jun 26, 2023 | Binary ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space | May 5, 2021 | image-classificationImage Classification | 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 |
| Energy-based Out-of-distribution Detection | Oct 8, 2020 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers | Jul 23, 2021 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Multiscale Score Matching for Out-of-Distribution Detection | Oct 25, 2020 | Out-of-Distribution 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 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | 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 |
| Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks | Jun 8, 2017 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Non-Parametric Outlier Synthesis | Mar 6, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| On Information-Theoretic Measures of Predictive Uncertainty | Oct 14, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | Nov 18, 2021 | AttributeOut-of-Distribution Detection | CodeCode Available | 1 |
| On the Impact of Spurious Correlation for Out-of-distribution Detection | Sep 12, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Disentangled Information Bottleneck | Dec 14, 2020 | Adversarial AttackOut-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 |
| Breaking Down Out-of-Distribution Detection: Many Methods Based on OOD Training Data Estimate a Combination of the Same Core Quantities | Jun 20, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Dissecting Out-of-Distribution Detection and Open-Set Recognition: A Critical Analysis of Methods and Benchmarks | Aug 29, 2024 | Open Set LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| Distinction Maximization Loss: Efficiently Improving Out-of-Distribution Detection and Uncertainty Estimation by Replacing the Loss and Calibrating | May 12, 2022 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Isotropy Maximization Loss and Entropic Score: Accurate, Fast, Efficient, Scalable, and Turnkey Neural Networks Out-of-Distribution Detection Based on The Principle of Maximum Entropy | Aug 15, 2019 | Data AugmentationMetric Learning | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Open-set Label Noise Can Improve Robustness Against Inherent Label Noise | Jun 21, 2021 | Learning with noisy labelsOut-of-Distribution Detection | CodeCode Available | 1 |
| Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation | Dec 18, 2024 | Earth ObservationOut-of-Distribution Detection | 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 |
| Out-of-distribution Detection via Frequency-regularized Generative Models | Aug 18, 2022 | Image GenerationOut-of-Distribution Detection | CodeCode Available | 1 |
| Out of Distribution Detection via Neural Network Anchoring | Jul 8, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) 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 |
| Out-of-Distribution Detection with Hilbert-Schmidt Independence Optimization | Sep 26, 2022 | Outlier DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection with Semantic Mismatch under Masking | Jul 31, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Hierarchical VAEs Know What They Don't Know | Feb 16, 2021 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CAN bus intrusion detection based on auxiliary classifier GAN and out-of-distribution detection | Sep 5, 2022 | Generative Adversarial NetworkIntrusion Detection | CodeCode Available | 1 |
| Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoder | Mar 6, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
