Node Classification on CiteSeer (60%/20%/20%)
86.85Test AccuracyGraphSAGE
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphSAGE2021.09 | 86.85 | |
| FAGCN2021.09 | 82.37 | |
| FAGCN2026.03 | 82.37 | |
| P2GNNBackbone=ACM-GCN2026.03 | 82.37 | |
| ACM-GCNII2021.09 | 82.28 | |
| ACMII-Snowball-22021.09 | 82.07 | |
| ACM-GCN2026.03 | 81.96 | |
| VR-GNN2026.03 | 81.95 | |
| GCNII*2021.09 | 81.83 | |
| ACMII-GCN2021.09 | 81.79 | |
| ACM-GCNII*2021.09 | 81.69 | |
| ACM-GCN2021.09 | 81.68 | |
| GCNII2021.09 | 81.58 | |
| ACM-Snowball-22021.09 | 81.58 | |
| GCNII2026.03 | 81.58 | |
| ACMII-Snowball-32021.09 | 81.56 | |
| Snowball-22021.09 | 81.53 | |
| Snowball-22026.03 | 81.53 | |
| GCN2021.09 | 81.39 | |
| ACM-Snowball-32021.09 | 81.32 | |
| ACM-SGC-12021.09 | 80.96 | |
| Snowball-32021.09 | 80.93 | |
| ACM-SGC-22021.09 | 80.93 | |
| Snowball-32026.03 | 80.93 | |
| SGC-22021.09 | 80.75 | |
| SGC-22026.03 | 80.75 | |
| BernNet2026.03 | 80.09 | |
| H2GCN2021.09 | 79.97 | |
| H2GCN2026.03 | 79.97 | |
| SGC-12021.09 | 79.66 | |
| GGCN2026.03 | 78.2 | |
| Geom-GCN†2021.09 | 77.99 | |
| GloGNN++2026.03 | 76.53 | |
| MLP-2*2021.09 | 76.25 | |
| MLP2026.03 | 76.25 | |
| GAT+JK2021.09 | 74.49 | |
| GAT+JK2026.03 | 74.49 | |
| GCN+JK2021.09 | 73.77 | |
| GCN+JK2026.03 | 73.77 | |
| APPNP*2021.09 | 68.59 | |
| GPRGNN*2021.09 | 67.63 | |
| GPRGNN2026.03 | 67.63 | |
| GAT*2021.09 | 67.2 | |
| GAT2026.03 | 67.2 | |
| MixHop2021.09 | 49.52 |