Graph Anomaly Detection on ACM (test)
86.29AUROCTAM
Evaluation Results
| Method | Links | |
|---|---|---|
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 86.29 | |
| TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 86.29 | |
| ARCEvaluation Protocol=In-context Learning2024.05 | 79.88 | |
| OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 78.2 | |
| OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 78.06 | |
| ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 77.84 | |
| ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 77.54 | |
| GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 76.83 | |
| GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 76.83 | |
| TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 75.16 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 74.43 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 74.34 | |
| DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 73.82 | |
| DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 73.62 | |
| UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 73.24 | |
| UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 71.98 | |
| CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 71.53 | |
| CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 70.95 | |
| BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 70.37 | |
| BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 70.37 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 70.08 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 69.11 | |
| BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 67.59 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 66.85 | |
| GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 60.49 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 57.69 | |
| GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 55.65 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 53.7 | |
| SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 53.55 | |
| SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 50.88 | |
| GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 48.79 | |
| BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 44 |