Node Classification on CoauthorCS
96.09AccuracyNT*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NT*2026.04 | 96.09 | — | |
| NT2026.04 | 96.07 | — | |
| NT2026.04 | 96.07 | — | |
| Sine-Poly(A)-shactivation=Sine, filter=shared2026.02 | 95.84 | — | |
| NAGphormer2026.04 | 95.75 | — | |
| NodeFormer2026.04 | 95.64 | — | |
| Polynormer2026.04 | 95.53 | — | |
| Sine-Poly(A)-plactivation=Sine, filter=per-layer2026.02 | 95.42 | — | |
| GGCN2026.04 | 95.25 | — | |
| GPRGNN2026.04 | 95.13 | — | |
| OrderedGNN2026.04 | 95 | — | |
| Exphormer2026.04 | 94.93 | — | |
| DIFFormer2026.04 | 94.78 | — | |
| APPNP2026.04 | 94.49 | — | |
| GOAT2026.04 | 94.21 | — | |
| GraphGPS2026.04 | 93.93 | — | |
| GraphSAGE2026.04 | 93.91 | — | |
| SGOS-Expn2026.02 | 93.71 | — | |
| GAT2026.04 | 93.61 | — | |
| ReLU-Poly(A)-plactivation=ReLU, filter=per-layer2026.02 | 93.47 | — | |
| ReLU-Poly(A)-shactivation=ReLU, filter=shared2026.02 | 93.43 | — | |
| GREAD2026.02 | 92.93 | — | |
| GCN2026.04 | 92.92 | — | |
| GRAND2026.02 | 92.89 | — | |
| tGNN2026.04 | 92.85 | — | |
| PPRGo2026.04 | 92.52 | — | |
| CGNN2026.02 | 92.3 | — | |
| GCNII2026.04 | 92.22 | — | |
| GraphSAGE2026.02 | 91.3 | — | |
| GCN2026.02 | 91.1 | — | |
| GAT2026.02 | 90.5 | — | |
| DGCNNParam=112,4472025.12 | — | 205.7 | |
| GATParam=437,0392025.12 | — | 20.02 | |
| GATv2Param=873,6632025.12 | — | 20.37 | |
| GraphGPSParam=455,8472025.12 | — | 131.8 | |
| PR-CapsNetParam=437,6182025.12 | — | 13.47 | |
| SSGClassifierParam=109,6952025.12 | — | 117.03 |