Node Classification on Cora (Accuracy and Relative Reduction)
89.2AccuracyMC-GRA (+) with MC-GPB (+) protected GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=false, Y=true2026.06 | 89.2 | 0.4 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=true2026.06 | 89 | 1.7 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=true2026.06 | 86.4 | 4.4 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=true2026.06 | 85.8 | 4.3 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=false2026.06 | 81.7 | 2.6 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=false2026.06 | 81.6 | 5.6 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=false2026.06 | 80.8 | 4.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=false2026.06 | 80.8 | 4.5 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=false2026.06 | 80.4 | 7.2 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=false, Y_hat_A=true, Y=true2026.06 | 79.9 | 5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=true2026.06 | 72.1 | 19.8 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 72.1 | 19.8 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=false, Y_hat_A=false, Y=true2026.06 | 72 | 19.3 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 71.6 | 19.7 |