Node Classification on USA (Accuracy, Relative reduction)
83AccuracyMC-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=true2026.06 | 83 | 5.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=false2026.06 | 79.7 | 12.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=true2026.06 | 76.7 | 5.2 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=false2026.06 | 72.9 | 9 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 72.6 | 16.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=false, Y_hat_A=false, Y=true2026.06 | 70.2 | 13 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=false, Y_hat_A=true, Y=true2026.06 | 44.3 | 50.6 |