Node Classification on 9 Real-World Datasets (Average)
1.56Average RankingGREAD-BS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GREAD-BS2022.11 | 1.56 | 76.64 | 5 | 4 | 0 | |
| GREAD-BSReaction-diffusion equation=Blurring-sharpening (BS)2022.11 | 1.56 | 76.64 | 5 | 4 | 0 | |
| GREAD-FB*2022.11 | 6.72 | 74.51 | 0 | 0 | 3 | |
| GREAD-FB*Reaction-diffusion equation=Filter Bank* (FB*)2022.11 | 6.72 | 74.51 | 0 | 0 | 3 | |
| GREAD-F2022.11 | 7.5 | 74.13 | 1 | 1 | 1 | |
| GREAD-FReaction-diffusion equation=Fisher (F)2022.11 | 7.5 | 74.13 | 1 | 1 | 1 | |
| GREAD-FB2022.11 | 7.89 | 74.48 | 0 | 0 | 1 | |
| GloGNN2022.11 | 8.17 | 74.99 | 0 | 0 | 1 | |
| GloGNN2022.11 | 8.17 | 74.99 | 0 | 0 | 1 | |
| GREAD-AC2022.11 | 8.5 | 73.71 | 1 | 0 | 0 | |
| GREAD-ACReaction-diffusion equation=Allen-Cahn (AC)2022.11 | 8.5 | 73.71 | 1 | 0 | 0 | |
| ACM-GCN2022.11 | 8.67 | 74.92 | 0 | 1 | 0 | |
| ACM-GCN2022.11 | 8.67 | 74.92 | 0 | 1 | 0 | |
| GGCN2022.11 | 9.5 | 75.05 | 0 | 1 | 0 | |
| GGCN2022.11 | 9.5 | 75.05 | 0 | 1 | 0 | |
| GREAD-Z2022.11 | 9.56 | 73.45 | 0 | 0 | 0 | |
| GREAD-ST2022.11 | 9.83 | 72.93 | 0 | 1 | 2 | |
| Sheaf2022.11 | 10.33 | 75.06 | 1 | 1 | 0 | |
| Sheaf2022.11 | 10.33 | 75.06 | 1 | 1 | 0 | |
| GRAFF2022.11 | 11.28 | 74.92 | 0 | 0 | 2 | |
| WRGAT2022.11 | 13.61 | 73.02 | 0 | 0 | 0 | |
| GCNII2022.11 | 14.56 | 70.16 | 0 | 0 | 0 | |
| H2GCN2022.11 | 16 | 71.33 | 0 | 0 | 0 | |
| BLEND2022.11 | 16.11 | 71.79 | 0 | 0 | 0 | |
| ACMP2022.11 | 19.44 | 71.98 | 0 | 0 | 0 | |
| GCON-GCN2022.11 | 20.17 | 69.46 | 0 | 0 | 1 | |
| LINKX2022.11 | 21.44 | 71.11 | 1 | 0 | 0 | |
| FA-GCN2022.11 | 21.89 | 69.86 | 0 | 0 | 0 | |
| GRAND2022.11 | 22.28 | 68.94 | 0 | 0 | 0 | |
| GCON-GAT2022.11 | 22.89 | 68.96 | 0 | 0 | 0 | |
| GPR-GNN2022.11 | 23.17 | 67.45 | 0 | 0 | 0 | |
| GraphSAGE2022.11 | 23.56 | 69.5 | 0 | 0 | 0 | |
| Geom-GCN2022.11 | 23.83 | 63.87 | 0 | 0 | 0 | |
| Mixhop2022.11 | 24.5 | 68.1 | 0 | 0 | 0 | |
| GCN2022.11 | 24.61 | 62.77 | 0 | 0 | 0 | |
| GDE2022.11 | 24.67 | 67.4 | 0 | 0 | 0 | |
| MLP2022.11 | 25.61 | 66.26 | 0 | 0 | 0 | |
| CGNN2022.11 | 26.11 | 63.96 | 0 | 0 | 0 | |
| ChebNet2022.11 | 26.56 | 67.98 | 0 | 0 | 0 | |
| GAT2022.11 | 28.22 | 60.23 | 0 | 0 | 0 | |
| PairNorm2022.11 | 28.56 | 61.68 | 0 | 0 | 0 | |
| JKNet2022.11 | 30.06 | 60.77 | 0 | 0 | 0 | |
| SGC2022.11 | 32.56 | 58.34 | 0 | 0 | 0 |