Node Classification on Squirrel heterophilic (test)
26.13Error Rate (%)NETTACK
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NETTACKAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 26.13 | — | 7 | |
| NETTACKAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 29.87 | — | 7 | |
| GOttackAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 34.13 | — | 6 | |
| GOttackAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 37.87 | — | 6 | |
| FGAAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 66.8 | — | 3.4 | |
| PGDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 66.93 | — | 3 | |
| L1D-RNDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=22026.05 | 67.47 | — | 2.7 | |
| L1D-RNDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=32026.05 | 67.47 | — | 2.7 | |
| L1D-RNDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=42026.05 | 67.47 | — | 2.7 | |
| L1D-RNDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=52026.05 | 67.6 | — | 2.7 | |
| L1D-RNDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 68.93 | — | 2.7 | |
| SGAAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 69.07 | — | 2.6 | |
| PR-BCDAttack Scenario=Evasion, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 69.73 | — | 3.3 | |
| L1D-RNDAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 71.87 | — | 4.1 | |
| FGAAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 72.53 | — | 2.5 | |
| PGDAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 72.67 | — | 2.3 | |
| PR-BCDAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 72.93 | — | 3.9 | |
| SGAAttack Scenario=Poison, Victim Model=NoisyGNN, Perturbation Budget (Delta)=12026.05 | 74.67 | — | 2.2 | |
| BM-GCNAttack Type=OOD2023.12 | — | 57.3 | — | |
| BM-GCNAttack Type=Injected2023.12 | — | 59.82 | — | |
| GPNNAttack Type=OOD2023.12 | — | 50.23 | — | |
| GPNNAttack Type=Injected2023.12 | — | 40.55 | — | |
| H2GCNAttack Type=OOD2023.12 | — | 48.27 | — | |
| H2GCNAttack Type=Injected2023.12 | — | 36.34 | — | |
| LHSAttack Type=OOD2023.12 | — | 68.76 | — | |
| LHSAttack Type=Injected2023.12 | — | 62.13 | — | |
| SimP-GCNAttack Type=OOD2023.12 | — | 54.34 | — | |
| SimP-GCNAttack Type=Injected2023.12 | — | 54.01 | — | |
| UGCNAttack Type=OOD2023.12 | — | 52.45 | — | |
| UGCNAttack Type=Injected2023.12 | — | 41.79 | — |