Graph Anomaly Detection on DGraph
0.708AUROCSAGAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAGAD2026.03 | 0.708 | — | |
| GAS2026.03 | 0.699 | — | |
| H2GCN2026.03 | 0.69 | — | |
| BernNet2026.03 | 0.69 | — | |
| PCGNN2026.03 | 0.684 | — | |
| ACM2026.03 | 0.676 | — | |
| AdaGNN2026.03 | 0.676 | — | |
| GAT2026.03 | 0.672 | — | |
| AMNet2026.03 | 0.671 | — | |
| GHRN2026.03 | 0.671 | — | |
| ConsisGAD2026.03 | 0.671 | — | |
| GCN2026.03 | 0.662 | — | |
| GIN2026.03 | 0.657 | — | |
| BWGNN2026.03 | 0.655 | — | |
| DCI2026.03 | 0.653 | — | |
| SAGE2026.03 | 0.648 | — | |
| SpaceGNN2026.03 | 0.639 | — | |
| FAGCN2026.03 | 0.63 | — | |
| XGBGraph2026.03 | 0.624 | — | |
| GGADSetting=Semi-supervised, Training normal nodes=15%2024.02 | 0.5943 | 0.0082 | |
| OCGNNSetting=Semi-supervised, Training normal nodes=15%2024.02 | 0.5866 | — | |
| DOMINANTSetting=Semi-supervised, Training normal nodes=15%2024.02 | 0.5851 | 0.0076 | |
| AnomalyDAESetting=Unsupervised2024.02 | 0.5763 | 0.007 | |
| DOMINANTSetting=Unsupervised2024.02 | 0.5738 | 0.0075 | |
| NK-GAD2026.04 | 0.553 | — | |
| SmoothGNN2026.04 | 0.5044 | — | |
| ADA-GAD2026.04 | 0.4899 | — | |
| GAD-NR2026.04 | 0.4763 | — | |
| GADAM2026.04 | 0.4522 | — | |
| AEGISSetting=Unsupervised2024.02 | 0.4509 | 0.0053 | |
| AnomalyDAESetting=Semi-supervised, Training normal nodes=15%2024.02 | 0.4355 | 0.0071 | |
| AEGISSetting=Semi-supervised, Training normal nodes=15%2024.02 | — | 0.0058 |