| 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 |
| A Variational Information Theoretic Approach to Out-of-Distribution Detection | Jun 17, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Enclosing Prototypical Variational Autoencoder for Explainable Out-of-Distribution Detection | Jun 17, 2025 | Decision MakingOut-of-Distribution 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 |
| Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and Segmentation | May 22, 2025 | Autonomous DrivingOut-of-Distribution Detection | CodeCode Available | 2 |
| GradPCA: Leveraging NTK Alignment for Reliable Out-of-Distribution Detection | May 21, 2025 | image-classificationImage Classification | —Unverified | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —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 |
| NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI | May 20, 2025 | Anomaly LocalizationBenchmarking | —Unverified | 0 |
| GEM: Gaussian Embedding Modeling for Out-of-Distribution Detection in GUI Agents | May 19, 2025 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Informed Mixing -- Improving Open Set Recognition via Attribution-based Augmentation | May 19, 2025 | Data AugmentationOpen Set Learning | —Unverified | 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 |
| Adaptive Scoring and Thresholding with Human Feedback for Robust Out-of-Distribution Detection | May 5, 2025 | Out-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 |
| 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 |
| Bayesian continual learning and forgetting in neural networks | Apr 18, 2025 | Bayesian InferenceContinual Learning | CodeCode Available | 1 |
| 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 |
| RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations | Mar 28, 2025 | ObjectOut-of-Distribution Detection | —Unverified | 0 |
| Few-Shot Graph Out-of-Distribution Detection with LLMs | Mar 28, 2025 | Graph Neural NetworkInformativeness | —Unverified | 0 |
| Leveraging Perturbation Robustness to Enhance Out-of-Distribution Detection | Mar 24, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations | Mar 24, 2025 | cross-modal alignmentImage Classification | CodeCode Available | 1 |
| OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection | Mar 20, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model | Mar 14, 2025 | Bayesian InferenceEfficient Exploration | —Unverified | 0 |
| OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary | Mar 13, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Improving Deep Ensembles by Estimating Confusion Matrices | Mar 10, 2025 | Out-of-Distribution Detection | —Unverified | 0 |
| Mitigating Hallucinations in YOLO-based Object Detection Models: A Revisit to Out-of-Distribution Detection | Mar 10, 2025 | Hallucinationobject-detection | —Unverified | 0 |
| OT-DETECTOR: Delving into Optimal Transport for Zero-shot Out-of-Distribution Detection | Mar 9, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation | Mar 7, 2025 | Deep Reinforcement LearningOut-of-Distribution Detection | —Unverified | 0 |
| Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection | Mar 5, 2025 | Contrastive LearningGraph Classification | CodeCode Available | 0 |
| Open-Set Recognition of Novel Species in Biodiversity Monitoring | Mar 3, 2025 | Fine-Grained Image RecognitionOpen Set Learning | —Unverified | 0 |
| Delving into Out-of-Distribution Detection with Medical Vision-Language Models | Mar 2, 2025 | Benchmarkingimage-classification | CodeCode Available | 1 |
| G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition | Mar 1, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging | Mar 1, 2025 | Out-of-Distribution Detection | CodeCode Available | 1 |
| HALO: Robust Out-of-Distribution Detection via Joint Optimisation | Feb 27, 2025 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Multi-label out-of-distribution detection via evidential learning | Feb 25, 2025 | Out-of-Distribution Detection | —Unverified | 0 |
| Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs | Feb 25, 2025 | Graph LearningOut-of-Distribution Detection | CodeCode Available | 0 |