Node Classification on AIDS
68.3AccuracyMC-GPB (+)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GPB (+)Defense Method=MC-GPB (+), Backbone Architecture=GPR-GNN2026.06 | 68.3 | — | |
| No defense2026.06 | 66.8 | — | |
| MC-GPB (+)2026.06 | 66.8 | — | |
| Random noise2026.06 | 57.2 | — | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=true2026.06 | 54.7 | 7 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=true, Y=false2026.06 | 54.6 | 4.5 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=true2026.06 | 51.1 | 9.9 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=true2026.06 | 50.7 | 15.9 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=true, YˆA=false, Y=false2026.06 | 50.3 | 12.4 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=false, Y=true2026.06 | 49 | 14.6 | |
| MC-GRA (+) with MC-GPB (+) protected GCNX=true, H_all^A=false, YˆA=true, Y=false2026.06 | 45.8 | 19.2 | |
| Differential privacy2026.06 | 13.1 | — |