| Temporal-Aware Graph Attention Network for Cryptocurrency Transaction Fraud Detection | Jun 26, 2025 | Anomaly DetectionFeature Engineering | —Unverified | 0 |
| HLSAD: Hodge Laplacian-based Simplicial Anomaly Detection | May 30, 2025 | Anomaly DetectionComputational Efficiency | —Unverified | 0 |
| Chi-Square Wavelet Graph Neural Networks for Heterogeneous Graph Anomaly Detection | May 25, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| Rethinking Contrastive Learning in Graph Anomaly Detection: A Clean-View Perspective | May 23, 2025 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Partition-wise Graph Filtering: A Unified Perspective Through the Lens of Graph Coarsening | May 20, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| EAGLE: Contrastive Learning for Efficient Graph Anomaly Detection | May 12, 2025 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Grad: Guided Relation Diffusion Generation for Graph Augmentation in Graph Fraud Detection | Apr 22, 2025 | Contrastive LearningFraud Detection | CodeCode Available | 3 |
| Towards Anomaly-Aware Pre-Training and Fine-Tuning for Graph Anomaly Detection | Apr 19, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| CRC-SGAD: Conformal Risk Control for Supervised Graph Anomaly Detection | Apr 3, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Unsupervised Graph Anomaly Detection via Multi-Hypersphere Heterophilic Graph Learning | Mar 15, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition | Mar 1, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Graph Anomaly Detection via Adaptive Test-time Representation Learning across Out-of-Distribution Domains | Feb 20, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| AnomalyGFM: Graph Foundation Model for Zero/Few-shot Anomaly Detection | Feb 13, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 1 |
| Out-of-Distribution Detection on Graphs: A Survey | Feb 12, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 1 |
| CurvGAD: Leveraging Curvature for Enhanced Graph Anomaly Detection | Feb 12, 2025 | Anomaly DetectionAttribute | —Unverified | 0 |
| Semi-supervised Anomaly Detection with Extremely Limited Labels in Dynamic Graphs | Jan 25, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Bi-directional Curriculum Learning for Graph Anomaly Detection: Dual Focus on Homogeneity and Heterogeneity | Jan 24, 2025 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Towards Automated Self-Supervised Learning for Truly Unsupervised Graph Anomaly Detection | Jan 24, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| UMGAD: Unsupervised Multiplex Graph Anomaly Detection | Nov 19, 2024 | Anomaly DetectionAttribute | —Unverified | 0 |
| UniGAD: Unifying Multi-level Graph Anomaly Detection | Nov 10, 2024 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 1 |
| High-Pass Graph Convolutional Network for Enhanced Anomaly Detection: A Novel Approach | Nov 4, 2024 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| ANOMIX: A Simple yet Effective Hard Negative Generation via Mixing for Graph Anomaly Detection | Oct 27, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| Graph Pre-Training Models Are Strong Anomaly Detectors | Oct 24, 2024 | Anomaly DetectionGraph Anomaly Detection | —Unverified | 0 |
| Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts | Oct 18, 2024 | Anomaly DetectionAttribute | CodeCode Available | 1 |
| Towards Cross-domain Few-shot Graph Anomaly Detection | Oct 11, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
