Node Classification on Credit Dataset
69.95BACCSAGE-EOSP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAGE-EOSPEOSP-enhanced=true2025.11 | 69.95 | 75.42 | 83.62 | 1.61 | 1.47 | — | |
| FairGB-EOSPEOSP-enhanced=true2025.11 | 69.93 | 74.74 | 84.59 | 0.93 | 1.12 | — | |
| FairGBEOSP-enhanced=false2025.11 | 69.63 | 74.54 | 82.14 | 1.55 | 1.63 | — | |
| SAGEEOSP-enhanced=false2025.11 | 69.62 | 75.57 | 82.91 | 7.44 | 6.09 | — | |
| DAB-GCN-EOSPEOSP-enhanced=true2025.11 | 69.58 | 73.8 | 81.95 | 1.76 | 2.03 | — | |
| CAF-EOSPEOSP-enhanced=true2025.11 | 69.57 | 75.02 | 80.91 | 2.31 | 1.93 | — | |
| CAFEOSP-enhanced=false2025.11 | 69.43 | 75.37 | 80.61 | 5.48 | 4.66 | — | |
| DAB-GCNEOSP-enhanced=false2025.11 | 69.11 | 72.25 | 80.9 | 6.57 | 5.04 | — | |
| FairVGNN-EOSPEOSP-enhanced=true2025.11 | 65.79 | 69.87 | 79.05 | 2.07 | 2.34 | — | |
| FairVGNNEOSP-enhanced=false2025.11 | 64.97 | 69.56 | 85.53 | 6.46 | 5.58 | — | |
| FairGNN-EOSPEOSP-enhanced=true2025.11 | 64.37 | 70 | 79.46 | 1.2 | 0.71 | — | |
| GCN-EOSPEOSP-enhanced=true2025.11 | 64.29 | 69.03 | 79.85 | 1.54 | 1.48 | — | |
| GCNEOSP-enhanced=false2025.11 | 64.15 | 69.16 | 81.34 | 9.61 | 8.39 | — | |
| FairGNNEOSP-enhanced=false2025.11 | 63.73 | 70.27 | 78.16 | 11.13 | 10.12 | — | |
| EDITStraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 1,021 | |
| FairGHDCtraining_schedule=single pass2025.12 | — | — | — | — | — | 140 | |
| FairGNNtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 980 | |
| FairSINtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 1,133 | |
| GINtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 995 | |
| GNNtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 970 | |
| NIFTYtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 1,030 | |
| SAGEtraining_schedule=multi-epoch2025.12 | — | — | — | — | — | 990 |