Node Classification on Texas (60% 20% 20% random splits)
96.72AccuracyP2GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| P2GNNBackbone=ACM-GCN2026.03 | 96.72 | |
| ACM-Snowball-22021.09 | 95.74 | |
| ACM-GCN2026.03 | 95.57 | |
| ACMII-Snowball-22021.09 | 95.25 | |
| ACMII-GCN2021.09 | 95.08 | |
| ACM-GCN2021.09 | 94.92 | |
| VR-GNN2026.03 | 94.86 | |
| ACM-Snowball-32021.09 | 94.75 | |
| ACMII-Snowball-32021.09 | 94.75 | |
| ACM-SGC-12021.09 | 93.61 | |
| ACM-SGC-22021.09 | 93.44 | |
| ClenshawGCN2022.10 | 93.36 | |
| ClenshawGCNSplits=20 random 60%/20%/20% train/validation/test2022.10 | 93.36 | |
| ChebNetIISplits=20 random 60%/20%/20% train/validation/test2022.10 | 93.28 | |
| ACM-GCNII*2021.09 | 93.28 | |
| BernNet2026.03 | 93.12 | |
| GPRGNN*2021.09 | 92.92 | |
| GPRGNN2026.03 | 92.92 | |
| GPRGNNSplits=20 random 60%/20%/20% train/validation/test2022.10 | 92.91 | |
| BernNetSplits=20 random 60%/20%/20% train/validation/test2022.10 | 92.62 | |
| ACM-GCNII2021.09 | 92.46 | |
| MLP-2*2021.09 | 92.26 | |
| MLP2026.03 | 92.26 | |
| APPNP*2021.09 | 91.18 | |
| APPNPSplits=20 random 60%/20%/20% train/validation/test2022.10 | 90.64 | |
| GGCN2026.03 | 90.16 | |
| FAGCN2021.09 | 88.85 | |
| FAGCN2026.03 | 88.85 | |
| GCNII*2021.09 | 88.52 | |
| MLP2022.10 | 86.81 | |
| ChebNetSplits=20 random 60%/20%/20% train/validation/test2022.10 | 86.28 | |
| H2GCN2022.10 | 85.9 | |
| H2GCN2021.09 | 85.9 | |
| H2GCN2026.03 | 85.9 | |
| GloGNN++2026.03 | 85.24 | |
| ARMASplits=20 random 60%/20%/20% train/validation/test2022.10 | 83.97 | |
| SGC-12021.09 | 83.28 | |
| GCN2021.09 | 83.11 | |
| Snowball-22021.09 | 83.11 | |
| Snowball-32021.09 | 83.11 | |
| Snowball-22026.03 | 83.11 | |
| Snowball-32026.03 | 83.11 | |
| GCNII2021.09 | 82.46 | |
| GCNII2026.03 | 82.46 | |
| SimP-GCN2023.12 | 81.62 | |
| SGC-22021.09 | 81.31 | |
| SGC-22026.03 | 81.31 | |
| GCN+JK2022.10 | 80.66 | |
| GCN+JK2021.09 | 80.66 | |
| GCN+JK2026.03 | 80.66 | |
| GCNII2022.10 | 80.46 | |
| GraphSAGE2021.09 | 79.03 | |
| GAT*2021.09 | 78.87 | |
| GAT2026.03 | 78.87 | |
| GCN2022.10 | 76.97 | |
| MixHop2022.10 | 76.39 | |
| MixHop2021.09 | 76.39 | |
| GAT+JK2021.09 | 75.41 | |
| GAT+JK2026.03 | 75.41 | |
| UGCN2023.12 | 71.72 | |
| Geom-GCN2023.12 | 67.57 | |
| Geom-GCN†2021.09 | 67.57 |