Node Classification on Chameleon L=L* (test)
75.07AccuracyRepNodes
Evaluation Results
| Method | Links | |
|---|---|---|
| RepNodesModel=GCN, Features=No, Depth=L*2026.05 | 75.07 | |
| RepNodesModel=GCN, Features=Yes, Depth=L*2026.05 | 73.83 | |
| RepNodesModel=GIN, Features=No, Depth=L*2026.05 | 71.89 | |
| RepEdgesModel=GIN, Features=No, Depth=L*2026.05 | 71.89 | |
| RepEdgesModel=GCN, Features=No, Depth=L*2026.05 | 71.72 | |
| RepEdgesModel=GCN, Features=Yes, Depth=L*2026.05 | 71.37 | |
| RepNodesModel=GAT, Features=No, Depth=L*2026.05 | 68.81 | |
| RepEdgesModel=GAT, Features=No, Depth=L*2026.05 | 68.81 | |
| RepEdgesModel=GIN, Features=Yes, Depth=L*2026.05 | 68.63 | |
| Master NodeModel=GCN, Features=No, Depth=L*2026.05 | 68.24 | |
| BaselineModel=GCN, Features=No, Depth=L*2026.05 | 67.84 | |
| BaselineModel=GIN, Features=Yes, Depth=L*2026.05 | 67.58 | |
| Master NodeModel=GAT, Features=No, Depth=L*2026.05 | 67.31 | |
| RepNodesModel=GAT, Features=Yes, Depth=L*2026.05 | 66.43 | |
| RepEdgesModel=GAT, Features=Yes, Depth=L*2026.05 | 66.43 | |
| BaselineModel=GAT, Features=No, Depth=L*2026.05 | 66.34 | |
| Master NodeModel=GCN, Features=Yes, Depth=L*2026.05 | 66.3 | |
| RepNodesModel=GIN, Features=Yes, Depth=L*2026.05 | 65.9 | |
| BaselineModel=GCN, Features=Yes, Depth=L*2026.05 | 65.02 | |
| BaselineModel=GIN, Features=No, Depth=L*2026.05 | 63.35 | |
| Master NodeModel=GIN, Features=Yes, Depth=L*2026.05 | 62.95 | |
| Master NodeModel=GIN, Features=No, Depth=L*2026.05 | 61.94 | |
| BaselineModel=GAT, Features=Yes, Depth=L*2026.05 | 60.09 | |
| Master NodeModel=GAT, Features=Yes, Depth=L*2026.05 | 60 |