Node Classification on DBLP (accuracy, Improvement)
69.8AccuracySAGE+SM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAGE+SMParadigm=BAED2026.03 | 69.8 | 24.6 | |
| SAGE+IGParadigm=BAED2026.03 | 69 | 24.6 | |
| GPNParadigm=FSGL Models2026.03 | 51.7 | — | |
| DCIParadigm=FSGL Models2026.03 | 44.9 | — | |
| SGCParadigm=Advanced GNNs2026.03 | 44.8 | — | |
| HiDParadigm=Advanced GNNs2026.03 | 44.7 | — | |
| SAGEParadigm=Traditional GNNs2026.03 | 44.3 | — | |
| GATParadigm=Traditional GNNs2026.03 | 44.3 | — | |
| GINParadigm=Traditional GNNs2026.03 | 44.3 | — | |
| GCNParadigm=Traditional GNNs2026.03 | 44.3 | — | |
| DLRGAEParadigm=Advanced GNNs2026.03 | 44.3 | — | |
| tsGCNParadigm=FSGL Models2026.03 | 44.2 | — |