Node Classification on A-Computers
93.87AccuracyNT*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NT*2026.04 | 93.87 | — | |
| Polynormer2026.04 | 93.68 | — | |
| NT2026.04 | 92.61 | — | |
| NT2026.04 | 92.61 | — | |
| OrderedGNN2026.04 | 92.03 | — | |
| DIFFormer2026.04 | 91.99 | — | |
| GGCN2026.04 | 91.81 | — | |
| Exphormer2026.04 | 91.47 | — | |
| NAGphormer2026.04 | 91.22 | — | |
| GraphSAGE2026.04 | 91.2 | — | |
| GraphGPS2026.04 | 91.19 | — | |
| GCNII2026.04 | 91.04 | — | |
| GOAT2026.04 | 90.96 | — | |
| GAT2026.04 | 90.78 | — | |
| APPNP2026.04 | 90.18 | — | |
| GCN2026.04 | 89.65 | — | |
| GPRGNN2026.04 | 89.32 | — | |
| PPRGo2026.04 | 88.69 | — | |
| NodeFormer2026.04 | 86.98 | — | |
| CPF-indRole=Student variant, Teacher Model=GCNII2021.03 | 84.67 | — | |
| CPF-traRole=Student variant, Teacher Model=GCNII2021.03 | 84.47 | 1.7 | |
| FTRole=Student variant, Teacher Model=GCNII2021.03 | 84.11 | — | |
| CPF-traRole=Student variant, Teacher Model=SGC2021.03 | 84.07 | 1.9 | |
| FTRole=Student variant, Teacher Model=SGC2021.03 | 83.91 | — | |
| CPF-indRole=Student variant, Teacher Model=SGC2021.03 | 83.67 | — | |
| tGNN2026.04 | 83.4 | — | |
| GCNIIRole=Teacher2021.03 | 83.25 | — | |
| SGCRole=Teacher2021.03 | 82.48 | — | |
| PLPRole=Student variant, Teacher Model=GCNII2021.03 | 76.28 | — | |
| PLPRole=Student variant, Teacher Model=SGC2021.03 | 75.79 | — |