Node Classification on Squirrel (48/32/20)
74.1Mean AccuracyFSGNN(8-HOP)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 74.1 | — | |
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 73.48 | — | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 67.4 | — | |
| Deformable GCN2021.12 | 62.56 | 1.31 | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 62.44 | — | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 61.81 | — | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 58.72 | — | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 58.38 | — | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 55.17 | — | |
| H2GCN2021.12 | 54.51 | 0.94 | |
| FGSAMModel=GCN2024.10 | 53.95 | — | |
| JKNet2021.12 | 53.78 | 1.25 | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 53.43 | — | |
| AdamModel=GCN2024.10 | 52.51 | — | |
| SAMModel=GCN2024.10 | 52.49 | — | |
| FGSAM+Model=GCN2024.10 | 51.14 | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 50.44 | — | |
| GCN2021.12 | 46.65 | 0.99 | |
| GAT2021.12 | 45.47 | 1.38 | |
| ChebyNet2021.12 | 45.42 | 0.06 | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 43.8 | — | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 41.61 | — | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 40.72 | — | |
| MixHop2021.12 | 39.32 | 2.16 | |
| FGSAMModel=GraphSAGE2024.10 | 39.12 | — | |
| FGSAM+Model=GraphSAGE2024.10 | 38.87 | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 38.47 | — | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 38.15 | — | |
| Geom-GCN2021.12 | 38 | 0.6 | |
| AdamModel=GraphSAGE2024.10 | 37.61 | — | |
| SAMModel=GraphSAGE2024.10 | 37.44 | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 36.48 | — | |
| FGSAM+Model=GAT2024.10 | 32.69 | — | |
| FGSAMModel=GAT2024.10 | 32.35 | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 31.61 | — | |
| SAMModel=GAT2024.10 | 31.61 | — | |
| AdamModel=GAT2024.10 | 31.46 | — | |
| MLP2021.12 | 30.77 | 1.68 | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 29.24 | — | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 28.77 | — |