Node Classification on CITESEER (Miss-classification Rate & Avg Rank)
19.33Miss-classification Rate (Δ=1)SGA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SGAAttack Stage=Evasion, Victim Model=GSAGE2026.05 | 19.33 | 29.07 | 37.33 | 44.8 | 43.6 | 3.8 | |
| PR-BCDAttack Stage=Evasion, Victim Model=GSAGE2026.05 | 20.67 | 41.47 | 44.13 | 52 | 50.93 | 3.13 | |
| NETTACKAttack Stage=Evasion, Victim Model=GIN2026.05 | 20.8 | 44 | 50.4 | 52.8 | 60 | 1.67 | |
| SGAAttack Stage=Evasion, Victim Model=GIN2026.05 | 20.8 | 37.2 | 42.13 | 45.07 | 48.67 | 3.8 | |
| FGAAttack Stage=Evasion, Victim Model=GSAGE2026.05 | 20.93 | 32.27 | 34.13 | 46.4 | 52.4 | 3 | |
| PGDAttack Stage=Evasion, Victim Model=GSAGE2026.05 | 21.07 | 34.8 | 37.47 | 44.53 | 43.6 | 3.6 | |
| NETTACKAttack Stage=Evasion, Victim Model=GSAGE2026.05 | 21.2 | 47.73 | 56.93 | 58.27 | 62.67 | 1.47 | |
| PR-BCDAttack Stage=Evasion, Victim Model=GIN2026.05 | 21.6 | 39.07 | 45.47 | 48.4 | 55.33 | 3.07 | |
| SGAAttack Stage=Poison, Victim Model=GSAGE2026.05 | 22.53 | 38.4 | 49.07 | 55.47 | 55.07 | 3.67 | |
| SGAAttack Stage=Evasion, Victim Model=GCN2026.05 | 22.67 | 34.93 | 46.53 | 50.67 | 57.2 | 4 | |
| FGAAttack Stage=Evasion, Victim Model=GIN2026.05 | 23.6 | 36.8 | 46.8 | 55.47 | 59.33 | 2.53 | |
| PGDAttack Stage=Evasion, Victim Model=GIN2026.05 | 23.87 | 35.47 | 45.07 | 48.13 | 46.13 | 3.93 | |
| FGAAttack Stage=Evasion, Victim Model=GCN2026.05 | 24 | 34.27 | 51.2 | 52.8 | 60.67 | 2.8 | |
| PR-BCDAttack Stage=Poison, Victim Model=GSAGE2026.05 | 24.4 | 49.33 | 52.67 | 59.33 | 58 | 3.2 | |
| NETTACKAttack Stage=Evasion, Victim Model=GCN2026.05 | 25.07 | 45.73 | 54.13 | 57.73 | 59.2 | 2 | |
| PGDAttack Stage=Poison, Victim Model=GSAGE2026.05 | 25.2 | 42.67 | 47.47 | 52.13 | 51.33 | 3.93 | |
| FGAAttack Stage=Poison, Victim Model=GSAGE2026.05 | 26 | 43.2 | 48.93 | 58.13 | 61.47 | 2.8 | |
| SGAAttack Stage=Evasion, Victim Model=PNA2026.05 | 26.27 | 40.27 | 43.87 | 44.13 | 49.07 | 3.07 | |
| NETTACKAttack Stage=Poison, Victim Model=GSAGE2026.05 | 26.4 | 53.07 | 60.4 | 62.93 | 67.87 | 1.4 | |
| PGDAttack Stage=Evasion, Victim Model=PNA2026.05 | 27.47 | 35.73 | 40.67 | 38.93 | 36.93 | 4.33 | |
| SGAAttack Stage=Poison, Victim Model=GCN2026.05 | 27.47 | 43.2 | 51.2 | 53.47 | 60.67 | 3.87 | |
| PGDAttack Stage=Evasion, Victim Model=GCN2026.05 | 27.73 | 40.53 | 46.13 | 52.93 | 54.93 | 3.87 | |
| PR-BCDAttack Stage=Evasion, Victim Model=GCN2026.05 | 27.87 | 47.6 | 54.53 | 59.2 | 63.2 | 2.33 | |
| PR-BCDAttack Stage=Poison, Victim Model=GIN2026.05 | 29.07 | 49.73 | 58.4 | 62.4 | 66.4 | 3.67 | |
| NETTACKAttack Stage=Poison, Victim Model=GIN2026.05 | 29.6 | 52.93 | 62.93 | 67.87 | 70.4 | 1.53 | |
| PR-BCDAttack Stage=Evasion, Victim Model=PNA2026.05 | 29.73 | 38.93 | 45.47 | 49.47 | 46.93 | 3.73 | |
| FGAAttack Stage=Evasion, Victim Model=PNA2026.05 | 30 | 38 | 40.8 | 52 | 54.13 | 2.67 | |
| NETTACKAttack Stage=Evasion, Victim Model=PNA2026.05 | 31.6 | 50.8 | 61.2 | 59.33 | 63.6 | 1.2 | |
| FGAAttack Stage=Poison, Victim Model=GCN2026.05 | 31.73 | 49.87 | 55.87 | 61.73 | 62.8 | 2.53 | |
| SGAAttack Stage=Poison, Victim Model=GIN2026.05 | 32.27 | 50.4 | 57.87 | 60.8 | 63.07 | 3.4 | |
| PGDAttack Stage=Poison, Victim Model=GCN2026.05 | 33.07 | 46.4 | 51.47 | 56.27 | 59.33 | 4.27 | |
| PR-BCDAttack Stage=Poison, Victim Model=GCN2026.05 | 33.2 | 51.87 | 59.2 | 60.8 | 64.67 | 2.67 | |
| PGDAttack Stage=Poison, Victim Model=GIN2026.05 | 33.2 | 43.6 | 50 | 58 | 57.6 | 4.4 | |
| NETTACKAttack Stage=Poison, Victim Model=GCN2026.05 | 34.13 | 52.4 | 58.13 | 61.73 | 63.2 | 1.67 | |
| SGAAttack Stage=Poison, Victim Model=PNA2026.05 | 38.53 | 57.73 | 59.73 | 65.33 | 67.2 | 3.13 | |
| PR-BCDAttack Stage=Poison, Victim Model=PNA2026.05 | 39.33 | 54 | 58.8 | 63.47 | 62.53 | 4.07 | |
| FGAAttack Stage=Poison, Victim Model=PNA2026.05 | 40.53 | 53.6 | 60.67 | 65.6 | 68.53 | 2.13 | |
| PGDAttack Stage=Poison, Victim Model=PNA2026.05 | 40.67 | 46.27 | 47.33 | 51.07 | 53.07 | 4.47 | |
| FGAAttack Stage=Poison, Victim Model=GIN2026.05 | 42 | 52.53 | 61.2 | 67.6 | 70.27 | 2 | |
| NETTACKAttack Stage=Poison, Victim Model=PNA2026.05 | 45.47 | 63.87 | 72.4 | 73.47 | 78.27 | 1.2 |