Node Classification on Photo (Micro-F1, Macro-F1)
95.48Micro-F1SpecFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SpecFormer2026.03 | 95.48 | — | |
| GIST2026.03 | 94.42 | — | |
| Exphormerpositional encoding=LapPE2026.03 | 91.59 | — | |
| GAT2026.03 | 90.94 | — | |
| GCNII2026.03 | 89.94 | — | |
| GCNvariant=base2026.03 | 88.26 | — | |
| GPH2Labels=52026.02 | 82.32 | 80.22 | |
| MDGPTLabels=52026.02 | 80.14 | 78.98 | |
| GRACELabels=52026.02 | 78.88 | 78.17 | |
| GPH2Labels=32026.02 | 77.22 | 75.3 | |
| GraphMAELabels=52026.02 | 77.05 | 76.45 | |
| MDGPTLabels=32026.02 | 76.07 | 75.01 | |
| MDGFMLabels=52026.02 | 72.33 | 70.8 | |
| GraphMAELabels=32026.02 | 71.22 | 70.36 | |
| DGILabels=52026.02 | 67.83 | 65.65 | |
| MDGFMLabels=32026.02 | 67.63 | 66.19 | |
| GRACELabels=32026.02 | 67.3 | 67.6 | |
| GCOPELabels=52026.02 | 66.36 | 65.46 | |
| GCOPELabels=32026.02 | 64.46 | 64.61 | |
| DGILabels=32026.02 | 62.42 | 60.29 |