Node Classification on Bail
95.1BACCCAF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CAFEOSP modification=true2025.11 | 95.1 | 97.67 | 93.62 | 5.93 | 0.53 | |
| SAGEEOSP modification=false2025.11 | 94.87 | 97.72 | 93.82 | 7.49 | 1.38 | |
| SAGEEOSP modification=true2025.11 | 94.84 | 97.63 | 93.71 | 6.91 | 1.33 | |
| FairGBEOSP modification=true2025.11 | 94.5 | 97.46 | 93.18 | 5.82 | 1.05 | |
| CAFEOSP modification=false2025.11 | 94.43 | 97.16 | 93.08 | 6.88 | 1.2 | |
| FairGBEOSP modification=false2025.11 | 93.06 | 96.35 | 91.75 | 6.68 | 1.35 | |
| GCNEOSP modification=true2025.11 | 91.9 | 94.67 | 90.12 | 6.89 | 1.47 | |
| FairVGNNEOSP modification=false2025.11 | 91.85 | 95.68 | 89.65 | 7.1 | 0.59 | |
| FairVGNNEOSP modification=true2025.11 | 91.67 | 95.04 | 89.76 | 6.16 | 1.24 | |
| GCNEOSP modification=false2025.11 | 91.07 | 93.94 | 89.21 | 7.18 | 1.57 | |
| FairGNNEOSP modification=true2025.11 | 90.77 | 91.32 | 86.26 | 6.86 | 2.24 | |
| FairGNNEOSP modification=false2025.11 | 90.37 | 91.94 | 86.15 | 6.89 | 2.82 | |
| CAFBackbone=SAGE2026.02 | 85.58 | 91.84 | 82.16 | 6.39 | 2.06 | |
| HSCCAFBackbone=SAGE2026.02 | 84.67 | 90.49 | 81.03 | 5.64 | 1.55 | |
| GCNBackbone=GCN2026.02 | 83.46 | 89.19 | 79.6 | 9.1 | 5.45 | |
| FairGBBackbone=SAGE2026.02 | 81.9 | 88.88 | 77.56 | 4.16 | 3.6 | |
| SAGEBackbone=SAGE2026.02 | 81.76 | 88.46 | 77.26 | 6.68 | 5.51 | |
| FairSADBackbone=GCN2026.02 | 79.92 | 85.98 | 75.15 | 4.52 | 3.05 | |
| FairVGNNBackbone=GCN2026.02 | 78.81 | 85.79 | 73.76 | 4.86 | 2.72 | |
| GINBackbone=GIN2026.02 | 78.8 | 85.57 | 73.51 | 9.35 | 5.93 | |
| FairGNNBackbone=GCN2026.02 | 78.31 | 80.22 | 67.8 | 3.3 | 3.62 | |
| DAB-GCNEOSP modification=true2025.11 | 72.85 | 79.85 | 66.25 | 4.28 | 4.67 | |
| DAB-GCNEOSP modification=false2025.11 | 71.55 | 79.89 | 63.18 | 11.67 | 10.4 |