Node Classification on Citeseer Poisoned
78.84AccuracyASPECT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ASPECTPoisoning protocol=Metattack, Attack rate=10%2026.04 | 78.84 | 7.03 | — | |
| ARIELPoisoning protocol=Metattack, Attack rate=10%2026.04 | 76.17 | 10.45 | — | |
| GREETPoisoning protocol=Metattack, Attack rate=10%2026.04 | 75.44 | 9.61 | — | |
| CCA-SSGPoisoning protocol=Metattack, Attack rate=10%2026.04 | 74.88 | 12.57 | — | |
| RDGIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 73.92 | 10.03 | — | |
| PolyGCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 72.51 | 14.68 | — | |
| GraphCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 72.4 | 12.65 | — | |
| DGIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 72.25 | 9.11 | — | |
| GBTPoisoning protocol=Metattack, Attack rate=10%2026.04 | 72.07 | 10.71 | — | |
| S3GCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 71.72 | 13.12 | — | |
| GGDPoisoning protocol=Metattack, Attack rate=10%2026.04 | 71 | 11.89 | — | |
| GMIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 70.67 | 12.14 | — | |
| GRACEPoisoning protocol=Metattack, Attack rate=10%2026.04 | 70.67 | 10.03 | — | |
| MVGRLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 70.31 | 10.35 | — | |
| SP-GCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 70.12 | 12.29 | — | |
| BGRLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 68.1 | 13.62 | — | |
| GCAPoisoning protocol=Metattack, Attack rate=10%2026.04 | 56.55 | 12.68 | — | |
| FGAVictim Model=GCN, Budget=12026.05 | — | — | 31.87 | |
| FGAVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.4 | |
| GOttackVictim Model=GCN, Budget=12026.05 | — | — | 34.27 | |
| GOttackVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.8 | |
| L1D-RNDVictim Model=GCN, Budget=12026.05 | — | — | 16.27 | |
| L1D-RNDVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.8 | |
| NETTACKVictim Model=GCN, Budget=12026.05 | — | — | 36.4 | |
| NETTACKVictim Model=GNNGuard, Budget=12026.05 | — | — | 6 | |
| PGDVictim Model=GCN, Budget=12026.05 | — | — | 30.8 | |
| PGDVictim Model=GNNGuard, Budget=12026.05 | — | — | 3.2 | |
| PR-BCD (NA)Victim Model=GCN, Budget=12026.05 | — | — | 34.27 | |
| PR-BCD (NA)Victim Model=GNNGuard, Budget=12026.05 | — | — | 3.2 | |
| SGAVictim Model=GCN, Budget=12026.05 | — | — | 25.2 | |
| SGAVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.8 |