Node Classification on Cornell (60%/20%/20% random)
95.9AccuracyACMII-GCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ACMII-GCN2022.10 | 95.9 | 1.83 | 5.9 | |
| ACMII-GCN2021.09 | 95.9 | — | — | |
| P2GNNBackbone=ACM-GCN2026.03 | 95.41 | — | — | |
| ACMII-Snowball-2layers=22022.10 | 95.25 | 1.55 | 7.56 | |
| ACMII-Snowball-22021.09 | 95.25 | — | — | |
| ACM-Snowball-2layers=22022.10 | 95.08 | 3.11 | 7.44 | |
| ACM-Snowball-22021.09 | 95.08 | — | — | |
| ACM-GCN+2022.10 | 94.92 | 2.79 | 4.9 | |
| ACM-GCN2022.10 | 94.75 | 3.8 | 7.9 | |
| ACM-GCN2021.09 | 94.75 | — | — | |
| ACM-GCN2026.03 | 94.43 | — | — | |
| ACM-Snowball-3layers=32022.10 | 94.26 | 2.57 | 7.22 | |
| ACM-Snowball-32021.09 | 94.26 | — | — | |
| ACM-GCN++2022.10 | 93.93 | 1.05 | 4.3 | |
| ACMII-GCN+2022.10 | 93.93 | 3.03 | 4.4 | |
| ACM-SGC-1order=12022.10 | 93.77 | 1.91 | 17 | |
| ACM-SGC-2order=22022.10 | 93.77 | 2.17 | 17.7 | |
| ACM-SGC-12021.09 | 93.77 | — | — | |
| ACM-SGC-22021.09 | 93.77 | — | — | |
| ACMII-Snowball-3layers=32022.10 | 93.61 | 2.79 | 9 | |
| ACMII-Snowball-32021.09 | 93.61 | — | — | |
| ACM-GCNII*variant=*2022.10 | 93.44 | 2.74 | 14.2 | |
| ACM-GCNII*2021.09 | 93.44 | — | — | |
| VR-GNN2026.03 | 92.7 | — | — | |
| ACM-GCNII2022.10 | 92.62 | 3.13 | 14.3 | |
| ACMII-GCN++2022.10 | 92.62 | 2.57 | 5.1 | |
| ACM-GCNII2021.09 | 92.62 | — | — | |
| ClenshawGCN2022.10 | 92.46 | — | — | |
| ClenshawGCNSplits=20 random 60%/20%/20% train/validation/test2022.10 | 92.46 | — | — | |
| ChebNetIISplits=20 random 60%/20%/20% train/validation/test2022.10 | 92.3 | — | — | |
| GGCN2026.03 | 92.3 | — | — | |
| BernNet2022.10 | 92.13 | 1.64 | 14.75 | |
| BernNetSplits=20 random 60%/20%/20% train/validation/test2022.10 | 92.13 | — | — | |
| BernNet2026.03 | 92.13 | — | — | |
| APPNP2022.10 | 91.8 | 0.63 | 22.8 | |
| APPNP*2021.09 | 91.8 | — | — | |
| GPRGNNSplits=20 random 60%/20%/20% train/validation/test2022.10 | 91.57 | — | — | |
| APPNPSplits=20 random 60%/20%/20% train/validation/test2022.10 | 91.52 | — | — | |
| GPRGNN2022.10 | 91.36 | 0.7 | 19.2 | |
| GPRGNN*2021.09 | 91.36 | — | — | |
| GPRGNN2026.03 | 91.36 | — | — | |
| MLP-2Layers=22022.10 | 91.3 | 0.7 | 23.4 | |
| MLP-2*2021.09 | 91.3 | — | — | |
| MLP2026.03 | 91.3 | — | — | |
| GCNII*variant=*2022.10 | 90.49 | 4.45 | 16.4 | |
| GCNII*2021.09 | 90.49 | — | — | |
| GCNII2022.10 | 89.18 | 3.96 | 19.3 | |
| GCNII2021.09 | 89.18 | — | — | |
| GCNII2026.03 | 89.18 | — | — | |
| FAGCN2022.10 | 88.03 | 5.6 | 18.2 | |
| FAGCN2021.09 | 88.03 | — | — | |
| FAGCN2026.03 | 88.03 | — | — | |
| H2GCN2022.10 | 86.23 | 4.71 | 21.8 | |
| H2GCN2022.10 | 86.23 | — | — | |
| H2GCN2021.09 | 86.23 | — | — | |
| H2GCN2026.03 | 86.23 | — | — | |
| ARMASplits=20 random 60%/20%/20% train/validation/test2022.10 | 85.62 | — | — | |
| GCNII2022.10 | 84.26 | — | — | |
| MLP2022.10 | 84.15 | — | — | |
| SimP-GCN2023.12 | 84.05 | — | — | |
| ChebNetSplits=20 random 60%/20%/20% train/validation/test2022.10 | 83.91 | — | — | |
| Snowball-3layers=32022.10 | 82.95 | 2.1 | 19.11 | |
| Snowball-32021.09 | 82.95 | — | — | |
| Snowball-32026.03 | 82.95 | — | — | |
| Snowball-2layers=22022.10 | 82.62 | 2.34 | 19.78 | |
| Snowball-22021.09 | 82.62 | — | — | |
| Snowball-22026.03 | 82.62 | — | — | |
| GCN2022.10 | 82.46 | 3.11 | 20.9 | |
| GCN2021.09 | 82.46 | — | — | |
| GloGNN++2026.03 | 81.96 | — | — | |
| GAT2022.10 | 76 | 1.01 | 26.2 | |
| GAT*2021.09 | 76 | — | — | |
| GAT2026.03 | 76 | — | — | |
| GAT+JKJumping Knowledge=true2022.10 | 74.43 | 10.24 | 20.9 | |
| GAT+JK2021.09 | 74.43 | — | — | |
| GAT+JK2026.03 | 74.43 | — | — | |
| SGC-2order=22022.10 | 72.62 | 9.92 | 25.4 | |
| SGC-22021.09 | 72.62 | — | — | |
| SGC-22026.03 | 72.62 | — | — | |
| GraphSAGE2022.10 | 71.41 | 1.24 | 25.78 | |
| GraphSAGE2021.09 | 71.41 | — | — | |
| SGC-1order=12022.10 | 70.98 | 8.39 | 24.9 | |
| SGC-12021.09 | 70.98 | — | — | |
| UGCN2023.12 | 69.77 | — | — | |
| GCN+JKJumping Knowledge=true2022.10 | 66.56 | 13.82 | 23.4 | |
| GCN+JK2022.10 | 66.56 | — | — | |
| GCN+JK2021.09 | 66.56 | — | — | |
| GCN+JK2026.03 | 66.56 | — | — | |
| GCN2022.10 | 65.78 | — | — | |
| Geom-GCN2022.10 | 60.81 | — | 27.44 | |
| Geom-GCN2023.12 | 60.81 | — | — | |
| Geom-GCN†2021.09 | 60.81 | — | — | |
| MixHop2022.10 | 60.33 | 28.53 | 28.3 | |
| MixHop2022.10 | 60.33 | — | — | |
| MixHop2021.09 | 60.33 | — | — |