Graph Anomaly Detection on Questions (test)
5.12APIA-GGAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IA-GGAD2026.05 | 5.12 | — | |
| TAM2026.05 | 4.2 | — | |
| NeighborDiv2026.05 | 4 | — | |
| GCN2026.05 | 3.85 | — | |
| AnomalyDAE2026.05 | 3.26 | — | |
| GADAM2026.05 | 3.14 | — | |
| AnomalyGFM2026.05 | 3.01 | — | |
| UNPrompt2026.05 | 2.98 | — | |
| BWGNN2026.05 | 2.9 | — | |
| GHRN2026.05 | 2.77 | — | |
| GAT2026.05 | 2.76 | — | |
| AnomalyDAEEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 50.81 | |
| AnomalyGFMEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 50.99 | |
| BWGNNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 46.79 | |
| GADAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 48.83 | |
| GATEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 48.01 | |
| GCNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 52 | |
| GHRNEvaluation Protocol=SDIT, Method Category=Supervised GAD, Learning Setting=Learning-based2026.05 | — | 44.27 | |
| IA-GGADEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 60.86 | |
| NeighborDivEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Training-free / Zero-shot2026.05 | — | 58.32 | |
| TAMEvaluation Protocol=SDIT, Method Category=Unsupervised GAD, Learning Setting=Learning-based2026.05 | — | 51.92 | |
| UNPromptEvaluation Protocol=SDIT, Method Category=Generalist GAD, Learning Setting=Learning-based2026.05 | — | 47.38 |