Influence Estimation on Network Science
27.7ICGIN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GINYear=20182026.03 | 27.7 | 26.5 | 14 | |
| GATYear=20182026.03 | 27.4 | 11.4 | 12.3 | |
| GCNYear=20172026.03 | 27 | 19 | 18 | |
| ODNetYear=20242026.03 | 25.5 | 10.4 | 10.6 | |
| APPNPYear=20182026.03 | 24.8 | 8.4 | 10 | |
| GraphSAGEYear=20172026.03 | 24.1 | 11.2 | 10.2 | |
| DirGNNYear=20242026.03 | 23.6 | 8.4 | 14.2 | |
| DeepISYear=20212026.03 | 22.3 | 30.6 | 25.6 | |
| DeepIMYear=20232026.03 | 21.6 | 11.8 | 13.5 | |
| SGNNYear=20222026.03 | 21.3 | 4.9 | 12.7 | |
| ISP-GNNCoreStratification=Core2026.03 | 21 | 5.1 | 9.4 | |
| ISP-GNNDegreeStratification=Degree2026.03 | 20.5 | 4.5 | 10 | |
| UniGOYear=20252026.03 | 20.1 | 11 | 10.8 | |
| ISP-GNN†Variant=Full model2026.03 | 16.8 | 4.8 | 9.6 | |
| GLIEYear=20242026.03 | 16.3 | 16 | 10.3 | |
| ISP-GNNOnionStratification=Onion2026.03 | 16 | 6 | 9.5 |