Graph Anomaly Detection on Amazon (test)
85.43AUROCOWLEYE
Evaluation results
| Method | Links | |
|---|---|---|
| OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 85.43 | |
| OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 84.93 | |
| CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 83.8 | |
| CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 83.09 | |
| ARCEvaluation Protocol=In-context Learning2024.05 | 80.67 | |
| TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 77.13 | |
| TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 76.04 | |
| GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 74.35 | |
| GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 74.35 | |
| ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 73.79 | |
| ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 71.93 | |
| BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 69.75 | |
| BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 69.75 | |
| DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 64.73 | |
| UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 62.14 | |
| DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 60.39 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 59.06 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 57.13 | |
| UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 56.77 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 56.06 | |
| BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 55.26 | |
| SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 55.23 | |
| SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 54.63 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 52.51 | |
| BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 52.26 | |
| GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 50.52 | |
| GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 49.48 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 48.94 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 47.4 | |
| GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 46.63 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 43.99 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 42.2 |