Node Classification on WikiCS (F1 and AUC)
83.36F1 ScoreBoundary Embedding Shaping
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Boundary Embedding Shaping2026.06 | 83.36 | 97.66 | |
| MPNNBackbone=GAT2026.06 | 83.26 | 97.4 | |
| MPNNBackbone=SAGE2026.06 | 83.26 | 97.25 | |
| MPNNBackbone=GCN2026.06 | 82.44 | 97.49 | |
| IGCL2026.06 | 80.52 | 97.37 | |
| Cheb2026.06 | 79.77 | 97.24 | |
| GATv22026.06 | 79.19 | 97.34 | |
| GraphECL2026.06 | 79.09 | 97.26 | |
| GraphSAGE2026.06 | 78.69 | 97.36 | |
| NodeImportBackbone=SAGE2026.06 | 78.03 | 97.15 | |
| GAT2026.06 | 77.85 | 97.07 | |
| GCN2026.06 | 77.7 | 96.6 | |
| SSGC2026.06 | 77.54 | 96.67 | |
| SGC2026.06 | 77.06 | 96.48 | |
| NodeImportBackbone=GAT2026.06 | 75.37 | 95.86 | |
| NodeImportBackbone=GCN2026.06 | 73.05 | 95.49 | |
| SGNN2026.06 | 65.47 | 79.88 | |
| H2GNN2026.06 | 59.59 | 87.6 | |
| KGNN2026.06 | 15.24 | 63.71 |