Node Classification on Credit r: 0.01 (test)
78.13ACC (%)BiMSGC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BiMSGCCondensation ratio (r)=0.012026.03 | 78.13 | 0.56 | 1.61 | |
| FairGCCondensation ratio (r)=0.012026.03 | 77.94 | 0.2 | 0.22 | |
| GCGPCondensation ratio (r)=0.012026.03 | 77.82 | 6.82 | 3.92 | |
| GCondCondensation ratio (r)=0.012026.03 | 77.77 | 0.59 | 0.73 | |
| DosCondCondensation ratio (r)=0.012026.03 | 77.74 | 0.96 | 1.11 | |
| SFGCCondensation ratio (r)=0.012026.03 | 77.14 | 6.14 | 4.87 | |
| GCond+FairGNNCondensation ratio (r)=0.01, Backbone adaptation=FairGNN2026.03 | 77.06 | 0.87 | 1.12 | |
| DosCond+FairGNNCondensation ratio (r)=0.01, Backbone adaptation=FairGNN2026.03 | 77.04 | 3.24 | 3.5 | |
| GDCKCondensation ratio (r)=0.012026.03 | 76.94 | 6.03 | 9.32 |