Node Classification on COAUTHOR-PHY (accuracy)
97.34AccuracyNAGphormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NAGphormer2026.04 | 97.34 | — | |
| NT*2026.04 | 97.33 | — | |
| NT2026.04 | 97.32 | — | |
| NT2026.04 | 97.32 | — | |
| Polynormer2026.04 | 97.27 | — | |
| GraphGPS2026.04 | 97.12 | — | |
| GGCN2026.04 | 97.07 | — | |
| OrderedGNN2026.04 | 97 | — | |
| Exphormer2026.04 | 96.89 | — | |
| GPRGNN2026.04 | 96.85 | — | |
| DIFFormer2026.04 | 96.6 | — | |
| APPNP2026.04 | 96.54 | — | |
| GraphSAGE2026.04 | 96.49 | — | |
| NodeFormer2026.04 | 96.45 | — | |
| GOAT2026.04 | 96.24 | — | |
| tGNN2026.04 | 96.24 | — | |
| GCN2026.04 | 96.18 | — | |
| GAT2026.04 | 96.17 | — | |
| GCNII2026.04 | 95.97 | — | |
| PPRGo2026.04 | 95.51 | — | |
| SAGE+IGParadigm=BAED2026.03 | 53.6 | 52.3 | |
| SAGE+SMParadigm=BAED2026.03 | 48.6 | 52.3 | |
| GPNParadigm=FSGL Models2026.03 | 35.2 | — | |
| tsGCNParadigm=FSGL Models2026.03 | 32.5 | — | |
| HiDParadigm=Advanced GNNs2026.03 | 32 | — | |
| GATParadigm=Traditional GNNs2026.03 | 31.5 | — | |
| DCIParadigm=FSGL Models2026.03 | 31.1 | — | |
| SAGEParadigm=Traditional GNNs2026.03 | 30.8 | — | |
| GINParadigm=Traditional GNNs2026.03 | 30.8 | — | |
| GCNParadigm=Traditional GNNs2026.03 | 30.2 | — | |
| SGCParadigm=Advanced GNNs2026.03 | 28.9 | — | |
| DLRGAEParadigm=Advanced GNNs2026.03 | 26.6 | — | |
| GCN2023.06 | 0.9565 | — | |
| GAT2023.06 | 0.9547 | — | |
| GAE2023.06 | 0.9492 | — | |
| DEEPWALKfeatures=raw2023.06 | 0.949 | — | |
| DGI2023.06 | 0.9451 | — | |
| RAW FEAT2023.06 | 0.9358 | — | |
| DEEPWALKfeatures=none2023.06 | 0.9177 | — |