Node Classification on Citeseer (Accuracy, Relative reduction)
92.4AccuracyMC-GRA (+) + MC-GPB (+) protected GPR-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=false2026.06 | 92.4 | 2.3 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=false2026.06 | 91.4 | 3.1 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=false, Y_hat_A=true, Y=true2026.06 | 90.9 | 1.8 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=true2026.06 | 90.3 | 2.7 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=false2026.06 | 89.4 | 2.9 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=true2026.06 | 89.1 | 4.3 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=false, Y=true2026.06 | 88.8 | 3.3 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=true2026.06 | 88.1 | 5.3 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=false2026.06 | 87.1 | 4.5 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=false2026.06 | 84.3 | 6.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 79.9 | 11.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=true2026.06 | 79 | 12.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 78.5 | 13.1 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=false, Y_hat_A=false, Y=true2026.06 | 77.6 | 14.1 |