Graph Anomaly Detection on Disney (test)
16.17APNeighborDiv
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NeighborDiv2026.05 | 16.17 | — | |
| GCN2026.05 | 11.76 | — | |
| AnomalyGFM2026.05 | 11.53 | — | |
| GHRN2026.05 | 10.1 | — | |
| UNPrompt2026.05 | 9.92 | — | |
| GADAM2026.05 | 8.92 | — | |
| AnomalyDAE2026.05 | 8.36 | — | |
| BWGNN2026.05 | 6.65 | — | |
| IA-GGAD2026.05 | 5.46 | — | |
| GAT2026.05 | 5.2 | — | |
| TAM2026.05 | 3.49 | — | |
| AnomalyDAEEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 47.39 | |
| AnomalyGFMEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 65.16 | |
| BWGNNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 46.89 | |
| GADAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 46.86 | |
| GATEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 47.85 | |
| GCNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 54.24 | |
| GHRNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 51.07 | |
| IA-GGADEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 46.12 | |
| NeighborDivEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Training-free / Zero-shot2026.05 | — | 72.46 | |
| TAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 23.59 | |
| UNPromptEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 63.85 |