Node Classification on CHAMELEON (Delta Misclassification Rates & Avg Rank)
1Average Rank1D-RND
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| 1D-RNDAttack Type=Evasion, Victim Model=GNNGuard, Perturbation budget (Δ)=12026.05 | 1 | — | — | — | — | — | 0 | |
| 1D-RNDAttack Type=Poison, Victim Model=GNNGuard, Perturbation budget (Δ)=12026.05 | 1 | — | — | — | — | — | 0 | |
| FGAVictim Model=GCORN, Attack Scenario=Poisoning2026.05 | 1.2 | 34.53 | 36.8 | 48.13 | 49.87 | 48.4 | — | |
| FGAVictim Model=RobustGCN, Attack Scenario=Poisoning2026.05 | 1.3 | 43.07 | 53.07 | 52.67 | 56.8 | 53.33 | — | |
| 1D-RNDAttack Type=Evasion, Victim Model=GCN-GARNET, Perturbation budget (Δ)=12026.05 | 1.3 | — | — | — | — | — | 19.87 | |
| 1D-RNDAttack Type=Poison, Victim Model=GCN-GARNET, Perturbation budget (Δ)=12026.05 | 1.3 | — | — | — | — | — | 35.07 | |
| FGAAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=12026.05 | 1.4 | — | — | — | — | — | 29.73 | |
| FGAAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=22026.05 | 1.4 | — | — | — | — | — | 40.27 | |
| FGAAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=32026.05 | 1.4 | — | — | — | — | — | 44.13 | |
| FGAAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=42026.05 | 1.4 | — | — | — | — | — | 49.6 | |
| FGAAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=52026.05 | 1.4 | — | — | — | — | — | 49.6 | |
| FGAAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=12026.05 | 1.7 | — | — | — | — | — | 15.07 | |
| FGAAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=22026.05 | 1.7 | — | — | — | — | — | 21.2 | |
| FGAAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=32026.05 | 1.7 | — | — | — | — | — | 25.33 | |
| FGAAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=42026.05 | 1.7 | — | — | — | — | — | 28.13 | |
| FGAAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=52026.05 | 1.7 | — | — | — | — | — | 30.13 | |
| FGAVictim Model=RUNG, Attack Scenario=Poisoning2026.05 | 2 | 16.4 | 17.47 | 17.2 | 18.8 | 19.2 | — | |
| L1D-RNDVictim Model=GRAND, Attack Scenario=Poisoning2026.05 | 2.1 | 4 | 9.33 | 12.67 | 12.4 | 13.07 | — | |
| FGAAttack Type=Evasion, Victim Model=GCN-GARNET, Perturbation budget (Δ)=12026.05 | 3.2 | — | — | — | — | — | 17.07 | |
| FGAVictim Model=GRAND, Attack Scenario=Poisoning2026.05 | 3.3 | 2 | 5.87 | 5.07 | 11.2 | 8.93 | — | |
| L1D-RNDVictim Model=GCORN, Attack Scenario=Poisoning2026.05 | 3.3 | 17.33 | 33.47 | 38.8 | 42.67 | 46.27 | — | |
| L1D-RNDVictim Model=RUNG, Attack Scenario=Poisoning2026.05 | 3.3 | 12 | 21.33 | 24 | 28 | 32.4 | — | |
| FGAAttack Type=Poison, Victim Model=GCN-GARNET, Perturbation budget (Δ)=12026.05 | 3.6 | — | — | — | — | — | 30.53 | |
| L1D-RNDVictim Model=RobustGCN, Attack Scenario=Poisoning2026.05 | 4.8 | 23.07 | 36.13 | 44.27 | 49.6 | 48.8 | — | |
| 1D-RNDAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=12026.05 | 5.4 | — | — | — | — | — | 10.53 | |
| 1D-RNDAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=22026.05 | 5.4 | — | — | — | — | — | 16.67 | |
| 1D-RNDAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=32026.05 | 5.4 | — | — | — | — | — | 22 | |
| 1D-RNDAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=42026.05 | 5.4 | — | — | — | — | — | 25.6 | |
| 1D-RNDAttack Type=Evasion, Victim Model=ElasticGNN, Perturbation budget (Δ)=52026.05 | 5.4 | — | — | — | — | — | 31.73 | |
| 1D-RNDAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=12026.05 | 5.5 | — | — | — | — | — | 19.07 | |
| 1D-RNDAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=22026.05 | 5.5 | — | — | — | — | — | 25.6 | |
| 1D-RNDAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=32026.05 | 5.5 | — | — | — | — | — | 31.73 | |
| 1D-RNDAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=42026.05 | 5.5 | — | — | — | — | — | 34.8 | |
| 1D-RNDAttack Type=Poison, Victim Model=ElasticGNN, Perturbation budget (Δ)=52026.05 | 5.5 | — | — | — | — | — | 42.67 |