Graph Anomaly Detection on BlogCatalog (test)
74.83AUROCOWLEYE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 74.83 | — | |
| ARCEvaluation Protocol=In-context Learning2024.05 | 74.76 | — | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 74.61 | — | |
| OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 74.42 | — | |
| DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 74.39 | — | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 74.25 | — | |
| ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 73.65 | — | |
| ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 73.58 | — | |
| GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 72.73 | — | |
| GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 72.73 | — | |
| DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 70.27 | — | |
| UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 68.95 | — | |
| BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 68.74 | — | |
| BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 68.74 | — | |
| UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 67.83 | — | |
| TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 63.69 | — | |
| SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 62.67 | — | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 62.49 | — | |
| TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 62.39 | — | |
| SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 60.36 | — | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 57.69 | — | |
| GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 57.64 | — | |
| BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 56.34 | — | |
| GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 56.19 | — | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 55.31 | — | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 55.1 | — | |
| CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 53.95 | — | |
| GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 50.4 | — | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 50.04 | — | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 49.86 | — | |
| BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 47.67 | — | |
| CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 45.41 | — | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 5.57 | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 5.73 | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 8.99 | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 6.04 | |
| DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 35.22 | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 12.81 | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 7.44 | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 10.94 | |
| HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 6.89 | |
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | — | 36.2 | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 10.57 | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | — | 23.93 |