Node Classification on CiteSeer (standard 10-split protocol)
78.02AccuracyGeom-GCN
Evaluation results
| Method | Links | |
|---|---|---|
| Geom-GCNMethod Category=Heterophily-aware baselines2025.12 | 78.02 | |
| GCNIIMethod Category=Heterophily-aware baselines2025.12 | 77.32 | |
| GCNMethod Category=Classical baselines2025.12 | 76.5 | |
| GraphSAGEMethod Category=Classical baselines2025.12 | 76.04 | |
| MLPMethod Category=Classical baselines2025.12 | 74.02 | |
| LINKXMethod Category=Heterophily-aware baselines2025.12 | 73.19 | |
| Ours (validation-gated hybrid)Method Category=Ours2025.12 | 73.01 | |
| ASGCMethod Category=Heterophily-aware baselines2025.12 | 66.86 |