Node Classification on Pubmed (F1, AUC)
90.92F1 ScoreBoundary Embedding Shaping
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Boundary Embedding Shaping2026.06 | 90.92 | 97.57 | |
| MPNNBackbone=SAGE2026.06 | 89.88 | 97.4 | |
| Cheb2026.06 | 89.61 | 97.37 | |
| MPNNBackbone=GCN2026.06 | 89.5 | 97.49 | |
| KGNN2026.06 | 89.24 | 96.87 | |
| GraphSAGE2026.06 | 88.74 | 97.21 | |
| MotifRGCBackbone=SAGE2026.06 | 88.55 | 97.25 | |
| H2GNN2026.06 | 88.53 | 95.85 | |
| MotifRGCBackbone=GCN2026.06 | 88.41 | 96.95 | |
| GraphECL2026.06 | 88.05 | 96.93 | |
| SSGC2026.06 | 88 | 96.7 | |
| SGC2026.06 | 87.37 | 96.53 | |
| MotifRGCBackbone=GAT2026.06 | 87.37 | 96.55 | |
| IGCL2026.06 | 87.08 | 96.72 | |
| GCN2026.06 | 86.99 | 96.56 | |
| MPNNBackbone=GAT2026.06 | 86.9 | 96.54 | |
| GATv22026.06 | 86.67 | 96.39 | |
| NodeImportBackbone=SAGE2026.06 | 86.56 | 96.26 | |
| GAT2026.06 | 86.42 | 96.35 | |
| NodeImportBackbone=GCN2026.06 | 83.56 | 95.15 | |
| NodeImportBackbone=GAT2026.06 | 83.56 | 95.16 | |
| SGNN2026.06 | 83.12 | 87.27 |