Node Classification on Brazil (Accuracy, Relative reduction)
75.2AccuracyMC-GRA (+) with MC-GPB (+) protected GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=false2026.06 | 75.2 | 2.5 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=false2026.06 | 74.7 | 6.6 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=true2026.06 | 70.5 | 7 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=false, Y=true2026.06 | 70 | 7 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=true2026.06 | 65.6 | 13.5 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=true2026.06 | 63.7 | 16.2 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=true2026.06 | 63.7 | 15.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 63.7 | 17.2 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=false2026.06 | 63.6 | 18 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=false2026.06 | 59.5 | 27 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=false2026.06 | 59.4 | 23.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=false, Y_hat_A=false, Y=true2026.06 | 57.4 | 22.4 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 57.4 | 23.1 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=false, Y_hat_A=true, Y=true2026.06 | 48.4 | 35.1 |