Node Classification on CiteSeer (F1, AUC)
74.38F1 ScoreSSGC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSGC2026.06 | 74.38 | 94.28 | |
| Boundary Embedding Shaping2026.06 | 74.21 | 92.86 | |
| SGNN2026.06 | 74.14 | 84.51 | |
| SGC2026.06 | 74.1 | 94.25 | |
| H2GNN2026.06 | 73.9 | 93.35 | |
| IGCL2026.06 | 73.8 | 94.65 | |
| MPNNBackbone=GCN2026.06 | 72.79 | 93.53 | |
| GraphSAGE2026.06 | 72.61 | 93.48 | |
| MotifRGCBackbone=GCN2026.06 | 72.47 | 91.99 | |
| GAT2026.06 | 72.45 | 92.92 | |
| MPNNBackbone=GAT2026.06 | 72.31 | 93.26 | |
| GCN2026.06 | 72.26 | 92.6 | |
| GATv22026.06 | 72.23 | 92.89 | |
| MPNNBackbone=SAGE2026.06 | 72.09 | 93.2 | |
| MotifRGCBackbone=GAT2026.06 | 71.99 | 92.41 | |
| KGNN2026.06 | 71.93 | 92.7 | |
| MotifRGCBackbone=SAGE2026.06 | 71.51 | 93.14 | |
| Cheb2026.06 | 71.03 | 92.39 | |
| GraphECL2026.06 | 70.72 | 93.25 | |
| NodeImportBackbone=SAGE2026.06 | 61.66 | 88.9 | |
| NodeImportBackbone=GCN2026.06 | 61.35 | 86.45 | |
| NodeImportBackbone=GAT2026.06 | 58.25 | 85.97 |