Graph Anomaly Detection on Elliptic
91.9AUROCXGBGraph
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBGraph2026.03 | 91.9 | — | |
| SAGAD2026.03 | 90.9 | — | |
| ACM2026.03 | 90 | — | |
| H2GCN2026.03 | 89.3 | — | |
| GAS2026.03 | 89 | — | |
| GHRN2026.03 | 89 | — | |
| BWGNN2026.03 | 88.7 | — | |
| ConsisGAD2026.03 | 88.6 | — | |
| GAT2026.03 | 88.5 | — | |
| DCI2026.03 | 88.5 | — | |
| SpaceGNN2026.03 | 88.5 | — | |
| GIN2026.03 | 88.2 | — | |
| PCGNN2026.03 | 87.5 | — | |
| SAGE2026.03 | 87.4 | — | |
| BernNet2026.03 | 87 | — | |
| GCN2026.03 | 86.2 | — | |
| FAGCN2026.03 | 86.1 | — | |
| AMNet2026.03 | 85.4 | — | |
| AdaGNN2026.03 | 85.1 | — | |
| ARCLearning Paradigm=Generalist2026.02 | 79.33 | — | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 78.84 | — | |
| GGADSetting=Semi-supervised, Training normal nodes=15%2024.02 | 72.9 | 24.25 | |
| AEGISSetting=Semi-supervised, Training normal nodes=15%2024.02 | 59.36 | 9.12 | |
| OCGNNSetting=Semi-supervised, Training normal nodes=15%2024.02 | 54.09 | 6.4 | |
| AnomalyDAESetting=Semi-supervised, Training normal nodes=15%2024.02 | 53.49 | 9.49 | |
| NK-GAD2026.04 | 52.17 | — | |
| ADA-GAD2026.04 | 49.85 | — | |
| AnomalyDAESetting=Unsupervised2024.02 | 49.63 | 8.72 | |
| SmoothGNN2026.04 | 48 | — | |
| GADAM2026.04 | 46.89 | — | |
| AEGISSetting=Unsupervised2024.02 | 45.53 | 8.27 | |
| GAD-NR2026.04 | 44.63 | — | |
| TAMSetting=Semi-supervised, Training normal nodes=15%2024.02 | 41.5 | 5.52 | |
| TAMSetting=Unsupervised2024.02 | 40.39 | 5.02 | |
| GAANSetting=Semi-supervised, Training normal nodes=15%2024.02 | 36.36 | 6.11 | |
| DOMINANTSetting=Semi-supervised, Training normal nodes=15%2024.02 | 32.56 | 6.52 | |
| DOMINANTSetting=Unsupervised2024.02 | 29.6 | 4.54 | |
| GAANSetting=Unsupervised2024.02 | 25.9 | 4.36 | |
| OCGNNSetting=Unsupervised2024.02 | 25.81 | 6.16 | |
| ACM2026.03 | — | 55.1 | |
| AdaGNN2026.03 | — | 39.2 | |
| AMNet2026.03 | — | 33.3 | |
| BernNet2026.03 | — | 40 | |
| BWGNN2026.03 | — | 43.4 | |
| ConsisGAD2026.03 | — | 47.8 | |
| DCI2026.03 | — | 43.4 | |
| FAGCN2026.03 | — | 43.6 | |
| GAS2026.03 | — | 46 | |
| GAT2026.03 | — | 44.2 | |
| GCN2026.03 | — | 43.1 | |
| GHRN2026.03 | — | 44.2 | |
| GIN2026.03 | — | 40.1 | |
| H2GCN2026.03 | — | 46.8 | |
| PCGNN2026.03 | — | 40.3 | |
| SAGAD2026.03 | — | 57.1 | |
| SAGE2026.03 | — | 43.1 | |
| SpaceGNN2026.03 | — | 44.1 | |
| XGBGraph2026.03 | — | 77.2 |