| Robust Out-of-distribution Detection for Neural Networks | Mar 21, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Isolation Mondrian Forest for Batch and Online Anomaly Detection | Mar 8, 2020 | Anomaly DetectionEnsemble Learning | 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 |
| Uncertainty Estimation Using a Single Deep Deterministic Neural Network | Mar 4, 2020 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 1 |
| Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data | Feb 26, 2020 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Characterizing Structural Regularities of Labeled Data in Overparameterized Models | Feb 8, 2020 | Density EstimationOut-of-Distribution Detection | CodeCode Available | 1 |
| Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification | Jan 17, 2020 | General ClassificationOut-of-Distribution Detection | CodeCode Available | 1 |
| Deep Residual Flow for Out of Distribution Detection | Jan 15, 2020 | 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 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| Detecting Underspecification with Local Ensembles | Oct 21, 2019 | Active LearningOut-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 |
| Natural Adversarial Examples | Jul 16, 2019 | Adversarial AttackData Augmentation | CodeCode Available | 1 |
| Likelihood Ratios for Out-of-Distribution Detection | Jun 7, 2019 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features | May 13, 2019 | Domain GeneralizationImage Captioning | CodeCode Available | 1 |
| Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System | Jan 31, 2019 | Deep LearningDisease Prediction | CodeCode Available | 1 |
| Deep Anomaly Detection with Outlier Exposure | Dec 11, 2018 | Anomaly DetectionOut-of-Distribution Detection | CodeCode Available | 1 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Learning Confidence for Out-of-Distribution Detection in Neural Networks | Feb 13, 2018 | Out-of-Distribution 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 |
| A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks | Oct 7, 2016 | Anomaly DetectionAutomatic Speech Recognition | CodeCode Available | 1 |
| Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation | Jul 8, 2025 | MuJoCoOut-of-Distribution Detection | —Unverified | 0 |
| FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection | Jul 6, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Out-of-distribution detection in 3D applications: a review | Jul 1, 2025 | Autonomous DrivingNavigate | —Unverified | 0 |
| Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks | Jun 26, 2025 | Anomaly DetectionGenerative Adversarial Network | —Unverified | 0 |
| Enclosing Prototypical Variational Autoencoder for Explainable Out-of-Distribution Detection | Jun 17, 2025 | Decision MakingOut-of-Distribution Detection | —Unverified | 0 |
| A Variational Information Theoretic Approach to Out-of-Distribution Detection | Jun 17, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging | Jun 10, 2025 | Binary ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy Environments | Jun 8, 2025 | Graph LearningLogical Reasoning | CodeCode Available | 0 |
| Network Inversion for Uncertainty-Aware Out-of-Distribution Detection | May 29, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Buffer-free Class-Incremental Learning with Out-of-Distribution Detection | May 29, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Improving Out-of-Distribution Detection with Markov Logic Networks | May 28, 2025 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 |
| GradPCA: Leveraging NTK Alignment for Reliable Out-of-Distribution Detection | May 21, 2025 | image-classificationImage Classification | —Unverified | 0 |
| Kernel PCA for Out-of-Distribution Detection: Non-Linear Kernel Selections and Approximations | May 21, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —Unverified | 0 |
| NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI | May 20, 2025 | Anomaly LocalizationBenchmarking | —Unverified | 0 |
| Informed Mixing -- Improving Open Set Recognition via Attribution-based Augmentation | May 19, 2025 | Data AugmentationOpen Set Learning | —Unverified | 0 |
| GEM: Gaussian Embedding Modeling for Out-of-Distribution Detection in GUI Agents | May 19, 2025 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Unsupervised Out-of-Distribution Detection in Medical Imaging Using Multi-Exit Class Activation Maps and Feature Masking | May 13, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Quantum Conflict Measurement in Decision Making for Out-of-Distribution Detection | May 10, 2025 | Decision MakingOut-of-Distribution Detection | —Unverified | 0 |
| Recent Advances in Out-of-Distribution Detection with CLIP-Like Models: A Survey | May 5, 2025 | Out-of-Distribution Detection | —Unverified | 0 |
| Adaptive Scoring and Thresholding with Human Feedback for Robust Out-of-Distribution Detection | May 5, 2025 | Out-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection in Heterogeneous Graphs via Energy Propagation | Apr 29, 2025 | Node ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Digital Twin-based Out-of-Distribution Detection in Autonomous Vessels | Apr 28, 2025 | Fault DiagnosisOut-of-Distribution Detection | —Unverified | 0 |
| Can We Ignore Labels In Out of Distribution Detection? | Apr 20, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Bounded and Uniform Energy-based Out-of-distribution Detection for Graphs | Apr 18, 2025 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Enhancing Out-of-Distribution Detection with Extended Logit Normalization | Apr 15, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Revisiting Likelihood-Based Out-of-Distribution Detection by Modeling Representations | Apr 10, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| EOOD: Entropy-based Out-of-distribution Detection | Apr 4, 2025 | Out-of-Distribution Detection | —Unverified | 0 |
| Extremely Simple Out-of-distribution Detection for Audio-visual Generalized Zero-shot Learning | Mar 28, 2025 | Binary ClassificationGeneralized Zero-Shot Learning | —Unverified | 0 |
