Node Classification on Cora (F1 and AUC)
0.8841F1 ScoreBoundary Embedding Shaping
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Boundary Embedding Shaping2026.06 | 0.8841 | 0.9765 | |
| GraphECL2026.06 | 0.8751 | 0.9844 | |
| IGCL2026.06 | 0.8729 | 0.9853 | |
| H2GNN2026.06 | 0.8713 | 0.9732 | |
| SGC2026.06 | 0.8691 | 0.9786 | |
| GraphSAGE2026.06 | 0.8672 | 0.9816 | |
| SSGC2026.06 | 0.8652 | 0.9769 | |
| GCN2026.06 | 0.8638 | 0.9781 | |
| MotifRGCBackbone=GCN2026.06 | 0.8637 | 0.9771 | |
| SGNN2026.06 | 0.8627 | 0.9168 | |
| MotifRGCBackbone=SAGE2026.06 | 0.8626 | 0.9816 | |
| MotifRGCBackbone=GAT2026.06 | 0.8615 | 0.985 | |
| Cheb2026.06 | 0.8595 | 0.9774 | |
| KGNN2026.06 | 0.8587 | 0.974 | |
| GAT2026.06 | 0.8576 | 0.9791 | |
| MPNNBackbone=GAT2026.06 | 0.8508 | 0.973 | |
| MPNNBackbone=SAGE2026.06 | 0.8507 | 0.9751 | |
| GATv22026.06 | 0.8455 | 0.9758 | |
| MPNNBackbone=GCN2026.06 | 0.8361 | 0.9585 | |
| NodeImportBackbone=GCN2026.06 | 0.7732 | 0.9595 | |
| NodeImportBackbone=GAT2026.06 | 0.7615 | 0.9441 | |
| NodeImportBackbone=SAGE2026.06 | 0.7425 | 0.9389 |