Node Classification on Cora (10 different splits)
88.83AccuracyFAGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| FAGCNnumber of splits=102022.05 | 88.83 | |
| GREAD-BS2022.11 | 88.57 | |
| GREAD-ST2022.11 | 88.47 | |
| GREAD-F2022.11 | 88.39 | |
| GCNII2022.11 | 88.37 | |
| GCNIIMethod Category=Heterophily-aware baselines2025.12 | 88.37 | |
| GPRGNNnumber of splits=102022.05 | 88.34 | |
| GloGNN2022.11 | 88.31 | |
| GREAD-Z2022.11 | 88.31 | |
| GREAD-AC2022.11 | 88.29 | |
| GATnumber of splits=102022.05 | 88.21 | |
| BLEND2022.11 | 88.09 | |
| GREAD-FB2022.11 | 88.03 | |
| GREAD-FB*2022.11 | 88.01 | |
| GGCN2022.11 | 87.95 | |
| GCNIInumber of splits=102022.05 | 87.91 | |
| ACM-GCN2022.11 | 87.91 | |
| H2GCN2022.11 | 87.87 | |
| GRAFF2022.11 | 87.61 | |
| H2GCNnumber of splits=102022.05 | 87.59 | |
| GRAND2022.11 | 87.36 | |
| EvenNetnumber of splits=102022.05 | 87.25 | |
| GCNnumber of splits=102022.05 | 87.19 | |
| MLPMethod Category=Classical baselines2025.12 | 87.16 | |
| CGNN2022.11 | 87.1 | |
| GCNMethod Category=Classical baselines2025.12 | 86.98 | |
| Sheaf2022.11 | 86.9 | |
| GraphSAGEMethod Category=Classical baselines2025.12 | 86.9 | |
| Geom-GCN2022.11 | 85.35 | |
| Geom-GCNMethod Category=Heterophily-aware baselines2025.12 | 85.35 | |
| LINKX2022.11 | 84.64 | |
| LINKXMethod Category=Heterophily-aware baselines2025.12 | 84.64 | |
| Ours (validation-gated hybrid)Method Category=Ours2025.12 | 84.36 | |
| ASGCMethod Category=Heterophily-aware baselines2025.12 | 77.52 | |
| MLPnumber of splits=102022.05 | 74.88 |