Node Classification on Actor (10 different splits)
41.68AccuracyGCNII
Evaluation results
| Method | Links | |
|---|---|---|
| GCNIInumber of splits=102022.05 | 41.68 | |
| GPRGNNnumber of splits=102022.05 | 41.62 | |
| MLPnumber of splits=102022.05 | 41.3 | |
| FAGCNnumber of splits=102022.05 | 41.18 | |
| EvenNetnumber of splits=102022.05 | 40.48 | |
| H2GCNnumber of splits=102022.05 | 39.62 | |
| GCNIIbaseline_category=Heterophily-aware2025.12 | 37.44 | |
| MLPbaseline_category=Classical2025.12 | 36.53 | |
| ASGCbaseline_category=Heterophily-aware2025.12 | 36.33 | |
| GATnumber of splits=102022.05 | 36.21 | |
| LINKXbaseline_category=Heterophily-aware2025.12 | 36.1 | |
| validation-gated hybrid2025.12 | 34.33 | |
| GraphSAGEbaseline_category=Classical2025.12 | 34.23 | |
| GCNnumber of splits=102022.05 | 34.21 | |
| Geom-GCNbaseline_category=Heterophily-aware2025.12 | 31.59 | |
| GCNbaseline_category=Classical2025.12 | 27.44 |