Influence Estimation on Cora-ML
35.2ICGAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GATYear=20182026.03 | 35.2 | 19.2 | 20.8 | |
| GCNYear=20172026.03 | 27.7 | 25.5 | 36.5 | |
| APPNPYear=20182026.03 | 26.5 | 22 | 32.1 | |
| GraphSAGEYear=20172026.03 | 25.5 | 20.3 | 22.2 | |
| DirGNNYear=20242026.03 | 25.5 | 19.3 | 22.9 | |
| UniGOYear=20252026.03 | 25.5 | 15.5 | 21.2 | |
| GINYear=20182026.03 | 24.7 | 30.5 | 22.5 | |
| ODNetYear=20242026.03 | 23.2 | 21 | 19.6 | |
| SGNNYear=20222026.03 | 21 | 13.4 | 21.1 | |
| DeepIMYear=20232026.03 | 21 | 27.1 | 27 | |
| DeepISYear=20212026.03 | 20.3 | 30.1 | 30.4 | |
| GLIEYear=20242026.03 | 19.9 | 28.6 | 20.5 | |
| ISP-GNNCoreStratification=Core2026.03 | 17.9 | 15.2 | 18.4 | |
| ISP-GNNOnionStratification=Onion2026.03 | 17.6 | 13.4 | 18.7 | |
| ISP-GNN†Variant=Full model2026.03 | 16.8 | 11.2 | 18.9 | |
| ISP-GNNDegreeStratification=Degree2026.03 | 16.2 | 10.6 | 19.1 |