Influence Estimation on Power Grid
33.1ICGAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GATYear=20182026.03 | 33.1 | 28 | 13.3 | |
| GCNYear=20172026.03 | 31.3 | 33.5 | 20.7 | |
| GraphSAGEYear=20172026.03 | 31.3 | 34.1 | 13.3 | |
| APPNPYear=20182026.03 | 29 | 18.9 | 13.2 | |
| DirGNNYear=20242026.03 | 28.7 | 25.7 | 13.2 | |
| GINYear=20182026.03 | 27.6 | 47.1 | 18.4 | |
| ODNetYear=20242026.03 | 27.4 | 29.6 | 14.5 | |
| ISP-GNNOnionStratification=Onion2026.03 | 26.3 | 22.2 | 12 | |
| DeepIMYear=20232026.03 | 25.8 | 33.1 | 20.5 | |
| SGNNYear=20222026.03 | 25.7 | 19.2 | 17.5 | |
| ISP-GNNDegreeStratification=Degree2026.03 | 24.5 | 19.5 | 12.6 | |
| ISP-GNNCoreStratification=Core2026.03 | 24 | 18.1 | 12.7 | |
| UniGOYear=20252026.03 | 23.1 | 23.5 | 20.6 | |
| DeepISYear=20212026.03 | 20.6 | 37.4 | 25.1 | |
| GLIEYear=20242026.03 | 18.3 | 38.4 | 13.2 | |
| ISP-GNN†Variant=Full model2026.03 | 18 | 18.6 | 12.4 |