Node Classification on CHAMELEON (Misclassification Rate)
0.27Misclassification RateNETTACK
Evaluation results
| Method | Links | |
|---|---|---|
| NETTACKVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 0.27 | |
| GOttackVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 0.67 | |
| PR-BCD (NA)Victim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 0.8 | |
| FGAVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 0.93 | |
| PGDVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 1.87 | |
| SGAVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 2.13 | |
| L1D-RNDVictim Model=RUNG, Attack Setting=Evasion, Budget (Δ)=12026.05 | 2.27 | |
| NETTACKVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 3.07 | |
| NETTACKVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 7.33 | |
| NETTACKVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 7.87 | |
| GOttackVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 10.8 | |
| PR-BCD (NA)Victim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 11.73 | |
| L1D-RNDVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 12 | |
| PGDVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 13.73 | |
| SGAVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 14.27 | |
| FGAVictim Model=RUNG, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 16.4 | |
| L1D-RNDVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 21.87 | |
| GOttackVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 23.47 | |
| GOttackVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 27.07 | |
| L1D-RNDVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 35.6 | |
| PGDVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 44 | |
| SGAVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 45.47 | |
| SGAVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 51.47 | |
| PGDVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 53.47 | |
| PR-BCD (NA)Victim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 58 | |
| FGAVictim Model=GCN, Attack Setting=Evasion, Budget (Δ)=12026.05 | 62.4 | |
| PR-BCD (NA)Victim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 64.8 | |
| FGAVictim Model=GCN, Attack Setting=Poisoning, Budget (Δ)=12026.05 | 66.4 |