Node Classification on Film (fixed)
38AccuracyParaFormerGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| ParaFormerGCNAuxiliary GNN module=GCN2025.12 | 38 | |
| ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.12 | 37.3 | |
| SGFormer2025.12 | 37.2 | |
| NodeFormer2025.12 | 36.9 | |
| ACM-Snowball-2layers=22021.09 | 36.89 | |
| ACM-Snowball-3layers=32021.09 | 36.82 | |
| Polynormer2025.12 | 36.8 | |
| ACMII-Snowball-2layers=22021.09 | 36.55 | |
| MLP2025.12 | 36.5 | |
| SIGN2025.12 | 36.5 | |
| ACMII-Snowball-3layers=32021.09 | 36.49 | |
| GLoGNN2025.12 | 36.4 | |
| NAGphormer2025.12 | 36.4 | |
| ACM-GCN2021.09 | 36.28 | |
| ACMII-GCN2021.09 | 36.16 | |
| ACM-SGC-2order=22021.09 | 36.04 | |
| H2GCN2021.09 | 35.7 | |
| ACM-SGC-1order=12021.09 | 35.49 | |
| GPRGNN2021.09 | 35.16 | |
| CobFormer-TTask head module=Transformer2025.12 | 34.9 | |
| FAGCN2021.09 | 34.82 | |
| GPRGNN2025.12 | 34.6 | |
| CPGNN2025.12 | 34.5 | |
| H2GCN2025.12 | 34.4 | |
| Graphormer2025.12 | 33.9 | |
| GraphTrans2025.12 | 32.1 | |
| Geom-GCN*2021.09 | 31.59 | |
| APPNP2025.12 | 31.3 | |
| CobFormer-GTask head module=GNN2025.12 | 30.9 | |
| JKNet2025.12 | 30.8 | |
| GCN2025.12 | 30.1 | |
| GAT2025.12 | 29.8 | |
| SGC2025.12 | 27 |