Graph Anomaly Detection on Tolokers (AUC)
59.36AUCAnomalyGFM
Evaluation results
| Method | Links | |
|---|---|---|
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 59.36 | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 56.24 | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 53.47 | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 53.42 | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 52.8 | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 52.32 | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 50.95 | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 47.87 | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 47.7 | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 46.28 | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 44.38 | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 38.9 | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 38.09 | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 36.65 |