Graph Anomaly Detection on Disney
77.26AUCNK-GAD
Evaluation results
| Method | Links | |
|---|---|---|
| NK-GAD2026.04 | 77.26 | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 74.72 | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 72.46 | |
| GADAM2026.04 | 70.72 | |
| GAD-NR2026.04 | 69.83 | |
| ADA-GAD2026.04 | 66.37 | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 57.71 | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 56.5 | |
| SmoothGNN2026.04 | 54.01 | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 53.23 | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 50 | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 49.86 | |
| DOMINANT2026.04 | 49.36 | |
| AnomalyDAE2026.04 | 48.45 | |
| AdONE2026.04 | 48.22 | |
| GAAN2026.04 | 48.02 | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 47.82 | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 45.71 | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 42.94 | |
| DONE2026.04 | 42.32 | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 25.32 |