Graph Anomaly Detection on Cora (AUC, F1)
0.9327AUCANOMIX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ANOMIX2024.10 | 0.9327 | — | |
| AC2L-GADCategory=Ours2026.01 | 0.931 | 80.1 | |
| AD-GCLCategory=Contrast.2026.01 | 0.928 | 79.1 | |
| GRADATECategory=Contrast.2026.01 | 0.924 | 70.7 | |
| GRADATE2024.10 | 0.9237 | — | |
| SmoothGNNCategory=Contrast.2026.01 | 0.917 | 64.8 | |
| ALARMCategory=Recon.2026.01 | 0.912 | 64.5 | |
| ANEMONECategory=Contrast.2026.01 | 0.912 | 69.5 | |
| ANEMONE2024.10 | 0.9057 | — | |
| Sub-CRCategory=Contrast.2026.01 | 0.899 | 78.9 | |
| DOMINANTCategory=Recon.2026.01 | 0.893 | 50.6 | |
| FedCADCategory=Contrast.2026.01 | 0.89 | 75 | |
| CoLACategory=Contrast.2026.01 | 0.885 | 66.8 | |
| ComGACategory=Recon.2026.01 | 0.884 | 69 | |
| ComGA2024.10 | 0.884 | — | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 0.8809 | — | |
| GAD-NRCategory=Recon.2026.01 | 0.88 | 72.7 | |
| CoLA2024.10 | 0.8778 | — | |
| FedCLGNCategory=Contrast.2026.01 | 0.861 | 71.5 | |
| ADA-GADCategory=Recon.2026.01 | 0.847 | 64.8 | |
| LHML2024.10 | 0.844 | — | |
| MetaGAD2024.10 | 0.8391 | — | |
| GDN2024.10 | 0.8317 | — | |
| DOMINANT2024.10 | 0.8155 | — | |
| RadarCategory=Trad.2026.01 | 0.786 | 65.8 | |
| AnomalyDAECategory=Recon.2026.01 | 0.763 | 61.1 | |
| GUIDECategory=Trad.2026.01 | 0.757 | 68.6 | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 0.7338 | — | |
| Semi-GNN2024.10 | 0.6765 | — | |
| TAMCategory=Contrast.2026.01 | 0.622 | 51.1 | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 0.6166 | — | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 0.6016 | — | |
| ANOMALOUSCategory=Trad.2026.01 | 0.577 | 26.6 | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 0.5705 | — | |
| DeepSAD2024.10 | 0.567 | — | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 0.5632 | — | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 0.5519 | — | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 0.5358 | — | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 0.5111 | — | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 0.4747 | — | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 0.443 | — |