| GOODAT: Towards Test-time Graph Out-of-Distribution Detection | Jan 10, 2024 | Out-of-Distribution Detection | CodeCode Available | 1 |
| CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks | Jan 10, 2024 | Binary ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks | Jan 7, 2024 | Graph ClassificationGraph Representation Learning | —Unverified | 0 |
| MOODv2: Masked Image Modeling for Out-of-Distribution Detection | Jan 5, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| Epistemic Uncertainty Quantification For Pre-Trained Neural Networks | Jan 1, 2024 | Active LearningOut-of-Distribution Detection | —Unverified | 0 |
| Test-Time Linear Out-of-Distribution Detection | Jan 1, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Discriminability-Driven Channel Selection for Out-of-Distribution Detection | Jan 1, 2024 | channel selectionOut-of-Distribution Detection | —Unverified | 0 |
| CORES: Convolutional Response-based Score for Out-of-distribution Detection | Jan 1, 2024 | Out-of-Distribution Detection | —Unverified | 0 |
| Unifying Self-Supervised Clustering and Energy-Based Models | Dec 30, 2023 | ClusteringOut-of-Distribution Detection | —Unverified | 0 |
| Towards Reliable AI Model Deployments: Multiple Input Mixup for Out-of-Distribution Detection | Dec 24, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Understanding normalization in contrastive representation learning and out-of-distribution detection | Dec 23, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| HyperMix: Out-of-Distribution Detection and Classification in Few-Shot Settings | Dec 22, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? | Dec 22, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| GROOD: Gradient-Aware Out-of-Distribution Detection | Dec 22, 2023 | Image ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning | Dec 17, 2023 | Out-of-Distribution Detection | CodeCode Available | 1 |
| Identity Curvature Laplace Approximation for Improved Out-of-Distribution Detection | Dec 16, 2023 | AttributeOut-of-Distribution Detection | CodeCode Available | 0 |
| EAT: Towards Long-Tailed Out-of-Distribution Detection | Dec 14, 2023 | Long-tail LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| HAROOD: Human Activity Classification and Out-of-Distribution Detection with Short-Range FMCW Radar | Dec 14, 2023 | Out-of-Distribution DetectionTriplet | —Unverified | 0 |
| Managing the unknown: a survey on Open Set Recognition and tangential areas | Dec 14, 2023 | Continual LearningNovelty Detection | —Unverified | 0 |
| Navigating Open Set Scenarios for Skeleton-based Action Recognition | Dec 11, 2023 | Action RecognitionActivity Recognition | CodeCode Available | 1 |
| Likelihood-Aware Semantic Alignment for Full-Spectrum Out-of-Distribution Detection | Dec 4, 2023 | Out-of-Distribution Detection | CodeCode Available | 0 |
| Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition | Nov 30, 2023 | Explainable Artificial Intelligence (XAI)image-classification | CodeCode Available | 1 |
| Stochastic Vision Transformers with Wasserstein Distance-Aware Attention | Nov 30, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —Unverified | 0 |
| PAWS-VMK: A Unified Approach To Semi-Supervised Learning And Out-of-Distribution Detection | Nov 28, 2023 | Benchmarkingimage-classification | —Unverified | 0 |
| Model-free Test Time Adaptation for Out-Of-Distribution Detection | Nov 28, 2023 | Decision MakingOut-of-Distribution Detection | —Unverified | 0 |
| ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection | Nov 26, 2023 | Few-Shot LearningOut-of-Distribution Detection | CodeCode Available | 1 |
| ExCeL : Combined Extreme and Collective Logit Information for Enhancing Out-of-Distribution Detection | Nov 23, 2023 | Out-of-Distribution Detection | —Unverified | 0 |
| RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-distribution Detection | Nov 23, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Detecting out-of-distribution text using topological features of transformer-based language models | Nov 22, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Towards Few-shot Out-of-Distribution Detection | Nov 20, 2023 | General KnowledgeOut-of-Distribution Detection | —Unverified | 0 |
| GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution Detection | Nov 16, 2023 | Feature ImportanceOut-of-Distribution Detection | CodeCode Available | 0 |
| Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning | Nov 11, 2023 | 2D Object DetectionDensity Estimation | —Unverified | 0 |
| Out-of-distribution Detection Learning with Unreliable Out-of-distribution Sources | Nov 6, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Learning to Augment Distributions for Out-of-Distribution Detection | Nov 3, 2023 | Learning TheoryOut-of-Distribution Detection | CodeCode Available | 1 |
| Mahalanobis-Aware Training for Out-of-Distribution Detection | Nov 1, 2023 | Out-of-Distribution DetectionSensitivity | —Unverified | 0 |
| Dual Conditioned Diffusion Models for Out-Of-Distribution Detection: Application to Fetal Ultrasound Videos | Nov 1, 2023 | AnatomyOut-of-Distribution Detection | —Unverified | 0 |
| Uncertainty quantification and out-of-distribution detection using surjective normalizing flows | Nov 1, 2023 | Out-of-Distribution DetectionUncertainty Quantification | CodeCode Available | 0 |
| Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? -- Application to proton therapy dose prediction for head and neck cancer patients | Oct 30, 2023 | Out-of-Distribution Detectionregression | —Unverified | 0 |
| Classifier-head Informed Feature Masking and Prototype-based Logit Smoothing for Out-of-Distribution Detection | Oct 27, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Unveiling the Potential of Probabilistic Embeddings in Self-Supervised Learning | Oct 27, 2023 | Out-of-Distribution DetectionSelf-Supervised Learning | —Unverified | 0 |
| Likelihood-based Out-of-Distribution Detection with Denoising Diffusion Probabilistic Models | Oct 26, 2023 | DenoisingOut-of-Distribution Detection | —Unverified | 0 |
| Low-Dimensional Gradient Helps Out-of-Distribution Detection | Oct 26, 2023 | Dimensionality ReductionOut-of-Distribution Detection | —Unverified | 0 |
| Contextualised Out-of-Distribution Detection using Pattern Identication | Oct 24, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | —Unverified | 0 |
| Revisiting Deep Ensemble for Out-of-Distribution Detection: A Loss Landscape Perspective | Oct 22, 2023 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications | Oct 19, 2023 | Out-of-Distribution DetectionSentiment Analysis | —Unverified | 0 |
| Open-CRB: Towards Open World Active Learning for 3D Object Detection | Oct 16, 2023 | 3D Object DetectionActive Learning | CodeCode Available | 1 |
| SGOOD: Substructure-enhanced Graph-Level Out-of-Distribution Detection | Oct 16, 2023 | Out-of-Distribution DetectionRepresentation Learning | CodeCode Available | 0 |
| SEE-OoD: Supervised Exploration For Enhanced Out-of-Distribution Detection | Oct 12, 2023 | Data AugmentationOut-of-Distribution Detection | —Unverified | 0 |
| A Novel Statistical Measure for Out-of-Distribution Detection in Data Quality Assurance | Oct 12, 2023 | Feature EngineeringManagement | —Unverified | 0 |
| Histogram- and Diffusion-Based Medical Out-of-Distribution Detection | Oct 12, 2023 | Anomaly DetectionOut-of-Distribution Detection | —Unverified | 0 |