Node Classification on PubMed L=L* (test)
87.77AccuracyRepNodes
Evaluation Results
| Method | Links | |
|---|---|---|
| RepNodesModel=GCN, Features=Yes, Depth=L*2026.05 | 87.77 | |
| RepEdgesModel=GCN, Features=Yes, Depth=L*2026.05 | 87.75 | |
| BaselineModel=GCN, Features=Yes, Depth=L*2026.05 | 87.63 | |
| RepEdgesModel=GAT, Features=Yes, Depth=L*2026.05 | 86.76 | |
| BaselineModel=GAT, Features=Yes, Depth=L*2026.05 | 86.67 | |
| RepNodesModel=GAT, Features=Yes, Depth=L*2026.05 | 86.54 | |
| BaselineModel=GIN, Features=Yes, Depth=L*2026.05 | 84.89 | |
| RepEdgesModel=GIN, Features=Yes, Depth=L*2026.05 | 84.77 | |
| RepNodesModel=GIN, Features=Yes, Depth=L*2026.05 | 84.73 | |
| BaselineModel=GAT, Features=No, Depth=L*2026.05 | 82.46 | |
| BaselineModel=GIN, Features=No, Depth=L*2026.05 | 82.16 | |
| BaselineModel=GCN, Features=No, Depth=L*2026.05 | 82.12 | |
| RepNodesModel=GCN, Features=No, Depth=L*2026.05 | 81.95 | |
| RepEdgesModel=GCN, Features=No, Depth=L*2026.05 | 81.93 | |
| RepNodesModel=GAT, Features=No, Depth=L*2026.05 | 81.56 | |
| RepEdgesModel=GAT, Features=No, Depth=L*2026.05 | 81.54 | |
| RepNodesModel=GIN, Features=No, Depth=L*2026.05 | 39.57 | |
| RepEdgesModel=GIN, Features=No, Depth=L*2026.05 | 39.44 |