Node Classification on Cora v1 (test)
0.8886AccuracyGPRGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPRGNN2026.02 | 0.8886 | — | |
| ALT2026.02 | 0.8882 | — | |
| FAGCN2026.02 | 0.8866 | — | |
| ACM-GNN2026.02 | 0.8858 | — | |
| TAGCN2026.02 | 0.8838 | — | |
| DAGNN2026.02 | 0.8827 | — | |
| GRAPHITE2026.02 | 0.8823 | — | |
| SGC2026.02 | 0.8805 | — | |
| GraphSAGE2026.02 | 0.879 | — | |
| FSGNN2026.02 | 0.8781 | — | |
| GATv22026.02 | 0.8766 | — | |
| APPNP2026.02 | 0.8759 | — | |
| GCN2026.02 | 0.875 | — | |
| NodeFormer2026.02 | 0.8744 | — | |
| Virtual Node2026.02 | 0.8724 | — | |
| GCNII2026.02 | 0.872 | — | |
| GAT2026.02 | 0.8711 | — | |
| DIFFormer2026.02 | 0.8661 | — | |
| GGCN2026.02 | 0.8639 | — | |
| JKNet2026.02 | 0.8624 | — | |
| SGFormer2026.02 | 0.8624 | — | |
| CPF-indTeacher Model=APPNP, Role=Student Variant, Setting=Inductive2021.03 | 0.8581 | 2.2 | |
| GIN2026.02 | 0.8565 | — | |
| CPF-traTeacher Model=APPNP, Role=Student Variant, Setting=Transductive2021.03 | 0.8562 | — | |
| OrderedGNN2026.02 | 0.8481 | — | |
| CPF-indTeacher Model=SAGE, Role=Student Variant, Setting=Inductive2021.03 | 0.8473 | 3.6 | |
| GATInitialization method=Xavier-balanced (Balx)2023.10 | 0.8458 | — | |
| GATInitialization method=Looks-Linear orthogonal balanced (Balo)2023.10 | 0.8455 | — | |
| CPF-traTeacher Model=SAGE, Role=Student Variant, Setting=Transductive2021.03 | 0.8454 | — | |
| MixHop2026.02 | 0.8453 | — | |
| GATInitialization method=Xavier (Xav)2023.10 | 0.845 | — | |
| APPNPRole=Teacher Model2021.03 | 0.8398 | — | |
| FTTeacher Model=APPNP, Role=Student Variant2021.03 | 0.8379 | — | |
| FTTeacher Model=SAGE, Role=Student Variant2021.03 | 0.8201 | — | |
| SAGERole=Teacher Model2021.03 | 0.8178 | — | |
| ChebNet2026.02 | 0.8158 | — | |
| H2GCN2026.02 | 0.7689 | — | |
| PLPTeacher Model=SAGE, Role=Student Variant2021.03 | 0.7663 | — | |
| MLP2026.02 | 0.7545 | — | |
| GloGNN2026.02 | 0.7302 | — | |
| PLPTeacher Model=APPNP, Role=Student Variant2021.03 | 0.7251 | — |