Graph Anomaly Detection on Cora (test)
0.8745AUROCARC
Evaluation Results
| Method | Links | |
|---|---|---|
| ARCEvaluation Protocol=In-context Learning2024.05 | 0.8745 | |
| DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.8575 | |
| ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.8528 | |
| ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.8492 | |
| OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.7971 | |
| OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.7952 | |
| GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 0.7659 | |
| GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 0.7659 | |
| DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.7352 | |
| SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.7339 | |
| SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.7273 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 0.7223 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 0.6762 | |
| CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.6727 | |
| CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.6692 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.6653 | |
| UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.6506 | |
| UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.6355 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.6329 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 0.6256 | |
| TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | 0.6256 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.6202 | |
| BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | 0.6053 | |
| BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | 0.6053 | |
| GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.5989 | |
| GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.5964 | |
| TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | 0.5785 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | 0.5645 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.5428 | |
| BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.5406 | |
| GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.5006 | |
| BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | 0.4245 |