Node Classification on Chameleon (48/32/20)
79.6Mean AccuracyHP-GMN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HP-GMNdata split=48%/32%/20%2026.03 | 79.6 | — | 8.1 | |
| P2GNNdata split=48%/32%/20%2026.03 | 78.6 | — | 2 | |
| Dual-Net GNNdata split=48%/32%/20%2026.03 | 78.2 | — | 5.9 | |
| GloGNN++data split=48%/32%/20%2026.03 | 71.21 | — | 4 | |
| GGCNdata split=48%/32%/20%2026.03 | 71.14 | — | 5.4 | |
| Deformable GCN2021.12 | 70.9 | 1.12 | — | |
| GloGNNdata split=48%/32%/20%2026.03 | 69.78 | — | 5.3 | |
| CaCoSEhidden dimension=128, number of heads=22026.03 | 68.99 | — | — | |
| JKNet2021.12 | 68.53 | 1.59 | — | |
| LINKXdata split=48%/32%/20%2026.03 | 68.42 | — | 11.4 | |
| ACM-GCNdata split=48%/32%/20%2026.03 | 66.93 | — | 5.8 | |
| GAT2021.12 | 66.56 | 0.99 | — | |
| FGSAMModel=GCN2024.10 | 66.16 | — | — | |
| GOKUhidden dimension=128, number of heads=22026.03 | 65.9 | — | — | |
| SAMModel=GCN2024.10 | 65.57 | — | — | |
| H2GCN2021.12 | 65.42 | 1.58 | — | |
| WRGATdata split=48%/32%/20%2026.03 | 65.24 | — | 8.3 | |
| AdamModel=GCN2024.10 | 65.04 | — | — | |
| GCN2021.12 | 64.98 | 0.69 | — | |
| GCNdata split=48%/32%/20%2026.03 | 64.82 | — | 13 | |
| FGSAM+Model=GCN2024.10 | 64.56 | — | — | |
| ProtoGNNdata split=48%/32%/20%2026.03 | 64.23 | — | 11.5 | |
| GCNIIdata split=48%/32%/20%2026.03 | 63.86 | — | 9 | |
| GTRhidden dimension=128, number of heads=22026.03 | 63.78 | — | — | |
| GCNhidden dimension=128, number of heads=22026.03 | 63.32 | — | — | |
| MixHop2021.12 | 63.09 | 1.07 | — | |
| SAGEhidden dimension=128, number of heads=22026.03 | 62.64 | — | — | |
| ChebyNet2021.12 | 61.8 | 1.19 | — | |
| GAThidden dimension=128, number of heads=22026.03 | 61.7 | — | — | |
| Geom-GCN2021.12 | 60.99 | 1.74 | — | |
| SDRFhidden dimension=128, number of heads=22026.03 | 60.74 | — | — | |
| FOSRhidden dimension=128, number of heads=22026.03 | 60.31 | — | — | |
| GATdata split=48%/32%/20%2026.03 | 60.26 | — | 13.4 | |
| BORFhidden dimension=128, number of heads=22026.03 | 60.24 | — | — | |
| H2GCNdata split=48%/32%/20%2026.03 | 60.11 | — | 9 | |
| FGSAMModel=GraphSAGE2024.10 | 51.34 | — | — | |
| FGSAM+Model=GraphSAGE2024.10 | 50.94 | — | — | |
| SAMModel=GraphSAGE2024.10 | 50.92 | — | — | |
| AdamModel=GraphSAGE2024.10 | 50.33 | — | — | |
| FGSAM+Model=GAT2024.10 | 48.07 | — | — | |
| MLP2021.12 | 47.87 | 1.31 | — | |
| FGSAMModel=GAT2024.10 | 47.87 | — | — | |
| LRGBhidden dimension=128, number of heads=22026.03 | 46.93 | — | — | |
| SAMModel=GAT2024.10 | 46.82 | — | — | |
| GPR-GNNdata split=48%/32%/20%2026.03 | 46.58 | — | 11.3 | |
| AdamModel=GAT2024.10 | 46.51 | — | — | |
| MLPdata split=48%/32%/20%2026.03 | 46.21 | — | 12.4 | |
| LASERhidden dimension=128, number of heads=22026.03 | 41.9 | — | — | |
| DRhidden dimension=128, number of heads=22026.03 | 27.87 | — | — |