Graph Anomaly Detection on MMP
0.751AUCSIGNET
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SIGNET2026.02 | 0.751 | — | — | — | |
| PGOS2026.02 | 0.717 | — | — | — | |
| GOOD-D2026.02 | 0.716 | — | — | — | |
| SIGOOD2026.02 | 0.7017 | — | — | 1.09 | |
| CVTGAD2026.02 | 0.699 | — | — | — | |
| GOODAT2026.02 | 0.6941 | — | — | — | |
| GOODAT2026.02 | 0.694 | — | — | — | |
| OCGIN2026.02 | 0.69 | — | — | — | |
| OCGTL2026.02 | 0.608 | — | — | — | |
| GLocalKD2026.02 | 0.608 | — | — | — | |
| WL-SVM2026.02 | 0.583 | — | — | — | |
| IG-iF2026.02 | 0.569 | — | — | — | |
| WL-OCSVM2026.02 | 0.5524 | — | — | — | |
| InfoGraph-iF2026.02 | 0.5459 | — | — | — | |
| GraphCL-iF2026.02 | 0.5454 | — | — | — | |
| GCL-iF2026.02 | 0.543 | — | — | — | |
| WL-iF2026.02 | 0.5268 | — | — | — | |
| PK-iF2026.02 | 0.5006 | — | — | — | |
| GTrans2026.02 | 0.4819 | — | — | — | |
| PK-OCSVM2026.02 | 0.4665 | — | — | — | |
| DIFBackbone=GIN2022.06 | — | 0.715 | 0.26 | — | |
| eGLocalKDEnsemble=true2022.06 | — | 0.675 | 0.233 | — | |
| EIFRepresentation=InfoGraph2022.06 | — | 0.663 | 0.216 | — | |
| iForestRepresentation=InfoGraph2022.06 | — | 0.667 | 0.219 | — | |
| LeSiNNRepresentation=InfoGraph2022.06 | — | 0.666 | 0.217 | — |