Node Classification on Pokec-z (test)
70.49AccuracyGraphSAGE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GraphSAGERuns=10, Sensitive Attribute=Race and Gender, Backbone=two-layer GCN, Hidden Units=1282025.12 | 70.49 | 69.52 | 4.67 | 3.37 | — | |
| GCNRuns=10, Sensitive Attribute=Race and Gender, Backbone=two-layer GCN, Hidden Units=1282025.12 | 69.33 | 67.65 | 5.07 | 5.44 | — | |
| GINRuns=10, Sensitive Attribute=Race and Gender, Backbone=two-layer GCN, Hidden Units=1282025.12 | 68.54 | 67.97 | 4.19 | 4.06 | — | |
| FairGHDCRuns=10, Sensitive Attribute=Race and Gender, Hypervector dimensionality=40962025.12 | 67.45 | 65.57 | 2.85 | 3.92 | — | |
| FairSINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 67.44 | 65.35 | 2.67 | 3.08 | — | |
| FairGNNRuns=10, Sensitive Attribute=Race and Gender, Backbone=two-layer GCN, Hidden Units=1282025.12 | 64.55 | 65.04 | 3.39 | 2.52 | — | |
| NIFTYRuns=10, Sensitive Attribute=Race and Gender, Backbone=one-layer GCN2025.12 | 63.67 | 64.42 | 4.94 | 3.53 | — | |
| Diffusion2026.03 | — | — | — | — | 4.7156 | |
| FairAdj2026.03 | — | — | — | — | 4.596 | |
| FairDropDrop ratio=0.52026.03 | — | — | — | — | 2.7388 | |
| FairDropDrop ratio=0.752026.03 | — | — | — | — | 0 | |
| FairGDiff2026.03 | — | — | — | — | 5.8601 | |
| FairGen2026.03 | — | — | — | — | 5.6833 | |
| MLP2026.03 | — | — | — | — | 3.915 |