Node Classification on Pokec-n (test)
68.86F1 ScoreGIN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 68.86 | 69.73 | 5.42 | 9.57 | — | — | — | — | |
| GraphSAGERuns=10, Sensitive Attribute=Race and Gender2025.12 | 68.66 | 69.23 | 6.87 | 10.39 | — | — | — | — | |
| GCNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 66.53 | 70.76 | 8.44 | 12.23 | — | — | — | — | |
| FairSINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 64.36 | 66.21 | 2.68 | 3.92 | — | — | — | — | |
| FairGHDCRuns=10, Sensitive Attribute=Race and Gender, Hypervector dimensionality=40962025.12 | 63.38 | 66.25 | 2.36 | 3.42 | — | — | — | — | |
| FairGNNBackbone=GCN2026.02 | 63.2 | — | — | 5.59 | — | 66.72 | 71.42 | 3.38 | |
| FairGNNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 62.31 | 64.64 | 6.77 | 8.98 | — | — | — | — | |
| GCNBackbone=GCN2026.02 | 61.46 | — | — | 2.37 | — | 64.65 | 69.21 | 1.85 | |
| CAFBackbone=SAGE2026.02 | 61.46 | — | — | 1.78 | — | 62.43 | 65.76 | 1.64 | |
| FairGBBackbone=SAGE2026.02 | 61.15 | — | — | 2.76 | — | 65.08 | 70.11 | 2.13 | |
| NIFTYRuns=10, Sensitive Attribute=Race and Gender2025.12 | 60.76 | 62.36 | 5.62 | 7.9 | — | — | — | — | |
| SAGEBackbone=SAGE2026.02 | 60.5 | — | — | 2.24 | — | 64.36 | 69.44 | 1.56 | |
| FairSADBackbone=GCN2026.02 | 59.4 | — | — | 4.57 | — | 64.77 | 68.78 | 2.94 | |
| GINBackbone=GIN2026.02 | 59.34 | — | — | 2.44 | — | 65.75 | 69.89 | 1.92 | |
| HSCCAFBackbone=SAGE2026.02 | 59.28 | — | — | 1.71 | — | 64.33 | 67.64 | 1.31 | |
| FairVGNNBackbone=GCN2026.02 | 58.91 | — | — | 5.44 | — | 66.38 | 70.17 | 4.23 | |
| Diffusion2026.03 | — | — | — | — | 5.1858 | — | — | — | |
| FairAdj2026.03 | — | — | — | — | 4.6341 | — | — | — | |
| FairDropDrop ratio=0.52026.03 | — | — | — | — | 3.6447 | — | — | — | |
| FairDropDrop ratio=0.752026.03 | — | — | — | — | 2.4842 | — | — | — | |
| FairGDiff2026.03 | — | — | — | — | 5.4182 | — | — | — | |
| FairGen2026.03 | — | — | — | — | 4.4615 | — | — | — | |
| GCN2026.03 | — | — | — | — | 4.57 | — | — | — | |
| MLP2026.03 | — | — | — | — | 3.8249 | — | — | — |