Node Classification on Credit (test)
73.79AccuracyGIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 73.79 | 81.53 | 11.85 | 8.76 | |
| GCNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 73.46 | 82.88 | 12.3 | 9.93 | |
| NIFTYRuns=10, Sensitive Attribute=Race and Gender2025.12 | 71.65 | 80.73 | 8.8 | 6.98 | |
| EDITSRuns=10, Sensitive Attribute=Race and Gender2025.12 | 71.53 | 81.56 | 9.14 | 7.35 | |
| FairGHDCRuns=10, Sensitive Attribute=Race and Gender, Hypervector dimensionality=40962025.12 | 70.84 | 81.22 | 2.97 | 3.04 | |
| FairGNNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 70.53 | 80.26 | 6.86 | 7.45 | |
| FairSINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 69.87 | 82.78 | 2.19 | 3.65 | |
| GraphSAGERuns=10, Sensitive Attribute=Race and Gender2025.12 | 69.24 | 67.66 | 14.58 | 10.79 |