Graph Anomaly Detection on YelpChi (test)
7.5APNeighborDiv
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeighborDivProtocol=SDIT, GAD Category=Generalist GAD2026.05 | 7.5 | — | |
| GATProtocol=SDIT, GAD Category=Supervised GAD2026.05 | 6.53 | — | |
| AnomalyDAEProtocol=SDIT, GAD Category=Unsupervised GAD2026.05 | 6.15 | — | |
| GADAMProtocol=SDIT, GAD Category=Unsupervised GAD2026.05 | 6.02 | — | |
| UNPromptProtocol=SDIT, GAD Category=Generalist GAD2026.05 | 6.01 | — | |
| AnomalyGFMProtocol=SDIT, GAD Category=Generalist GAD2026.05 | 5.53 | — | |
| GCNProtocol=SDIT, GAD Category=Supervised GAD2026.05 | 5.5 | — | |
| IA-GGADProtocol=SDIT, GAD Category=Generalist GAD2026.05 | 5.4 | — | |
| BWGNNProtocol=SDIT, GAD Category=Supervised GAD2026.05 | 5.23 | — | |
| GHRNProtocol=SDIT, GAD Category=Supervised GAD2026.05 | 5.19 | — | |
| TAMProtocol=SDIT, GAD Category=Unsupervised GAD2026.05 | 5.16 | — | |
| AnomalyDAEEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 48.64 | |
| AnomalyGFMEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 46.94 | |
| BWGNNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 48.97 | |
| GADAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 48.44 | |
| GATEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 52.6 | |
| GCNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 42.58 | |
| GHRNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 46.96 | |
| IA-GGADEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 50.73 | |
| NeighborDivEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Training-free / Zero-shot2026.05 | — | 61.52 | |
| TAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 49.83 | |
| UNPromptEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 53.68 |