Node Classification on Polblogs (Accuracy and Relative reduction)
79.1AccuracyMC-GRA (+) with MC-GPB (+) protected GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=true2026.06 | 79.1 | 5.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 78.9 | 6.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=true2026.06 | 77.4 | 10.3 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=false, Y_hat_A=false, Y=true2026.06 | 77.3 | 9.7 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=true2026.06 | 76.9 | 12.4 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=true2026.06 | 75.7 | 11.3 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=false2026.06 | 74.8 | 10 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=false, H_all_A=false, Y_hat_A=true, Y=true2026.06 | 73.8 | 12.6 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=true2026.06 | 73.1 | 12.1 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=false2026.06 | 70.7 | 15.4 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=false2026.06 | 70.6 | 15.9 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=false, Y=true2026.06 | 69.9 | 16.5 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=true, Y=false2026.06 | 69.7 | 19 | |
| MC-GRA (+) + MC-GPB (+) protected GPR-GNNX=true, H_all_A=true, Y_hat_A=false, Y=false2026.06 | 68.8 | 21.9 |