Node Classification on German (test)
80.54F1 ScoreEDITS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EDITSRuns=10, Sensitive Attribute=Race and Gender2025.12 | 80.54 | — | — | — | 4.98 | 70.17 | 2.86 | |
| NIFTYRuns=10, Sensitive Attribute=Race and Gender2025.12 | 79.85 | — | — | — | 3.74 | 68.93 | 4.62 | |
| GraphSAGERuns=10, Sensitive Attribute=Race and Gender2025.12 | 79.8 | — | — | — | 19.53 | 69.15 | 30.37 | |
| FairSINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 79.64 | — | — | — | 3.78 | 69.52 | 2.76 | |
| GCNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 79.47 | — | — | — | 29.24 | 71.35 | 37.85 | |
| FairGHDCRuns=10, Sensitive Attribute=Race and Gender, Hypervector dimensionality=40962025.12 | 79.25 | — | — | — | 3.07 | 70.3 | 2.57 | |
| FairGNNRuns=10, Sensitive Attribute=Race and Gender2025.12 | 78.57 | — | — | — | 4.04 | 69.23 | 3.78 | |
| GINRuns=10, Sensitive Attribute=Race and Gender2025.12 | 77.38 | — | — | — | 27.85 | 69.22 | 36.66 | |
| FairVGNNBackbone=FairVGNN, EOSP Enhancement=None2025.11 | 71.37 | 61.5 | 65.51 | 5.28 | 4.16 | — | — | |
| CAFBackbone=CAF, EOSP Enhancement=None2025.11 | 69.27 | 61.68 | 66.08 | 6.25 | 9.42 | — | — | |
| GCNBackbone=GCN, EOSP Enhancement=None2025.11 | 69.25 | 59.7 | 63.29 | 5.58 | 5.36 | — | — | |
| FairGNN-EOSPBackbone=FairGNN, EOSP Enhancement=Enabled2025.11 | 68.79 | 61.35 | 65.18 | 6.9 | 4.94 | — | — | |
| SAGE-EOSPBackbone=GraphSAGE, EOSP Enhancement=Enabled2025.11 | 68.78 | 62.9 | 67.68 | 11.63 | 10.37 | — | — | |
| FairGB-EOSPBackbone=Fair-GB, EOSP Enhancement=Enabled2025.11 | 68.35 | 61.1 | 66.44 | 7.24 | 5.47 | — | — | |
| FairVGNN-EOSPBackbone=FairVGNN, EOSP Enhancement=Enabled2025.11 | 68 | 60.19 | 65.36 | 4.04 | 4.46 | — | — | |
| CAF-EOSPBackbone=CAF, EOSP Enhancement=Enabled2025.11 | 67.22 | 62.13 | 66.11 | 4.13 | 4.19 | — | — | |
| FairGNNBackbone=FairGNN, EOSP Enhancement=None2025.11 | 67.18 | 61.01 | 64.63 | 10.04 | 8.52 | — | — | |
| DAB-GCNBackbone=DAB-GCN, EOSP Enhancement=None2025.11 | 67.01 | 60.72 | 65.02 | 5.93 | 5.77 | — | — | |
| DAB-GCN-EOSPBackbone=DAB-GCN, EOSP Enhancement=Enabled2025.11 | 67.01 | 60.59 | 65.9 | 5.13 | 5.62 | — | — | |
| Fair-GBBackbone=Fair-GB, EOSP Enhancement=None2025.11 | 65.77 | 61.62 | 66.16 | 7.78 | 8.57 | — | — | |
| GCN-EOSPBackbone=GCN, EOSP Enhancement=Enabled2025.11 | 63.89 | 60.02 | 63.21 | 1.98 | 1.86 | — | — | |
| SAGEBackbone=GraphSAGE, EOSP Enhancement=None2025.11 | 53.82 | 60.34 | 65.37 | 6.98 | 11.23 | — | — |