Node Classification on Pubmed Poisoned (Accuracy and Avg. Drop)
84.71AccuracyASPECT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASPECTPoisoning protocol=Metattack, Attack rate=10%2026.04 | 84.71 | 7.03 | — | |
| ARIELPoisoning protocol=Metattack, Attack rate=10%2026.04 | 81.08 | 10.45 | — | |
| GREETPoisoning protocol=Metattack, Attack rate=10%2026.04 | 79.47 | 9.61 | — | |
| S3GCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 79.46 | 13.12 | — | |
| PolyGCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 77.82 | 14.68 | — | |
| CCA-SSGPoisoning protocol=Metattack, Attack rate=10%2026.04 | 77.01 | 12.57 | — | |
| GBTPoisoning protocol=Metattack, Attack rate=10%2026.04 | 75.6 | 10.71 | — | |
| GRACEPoisoning protocol=Metattack, Attack rate=10%2026.04 | 75.25 | 10.03 | — | |
| SP-GCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 74.76 | 12.29 | — | |
| DGIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 74.29 | 9.11 | — | |
| RDGIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 74.12 | 10.03 | — | |
| GraphCLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 73.94 | 12.65 | — | |
| MVGRLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 73.57 | 10.35 | — | |
| GMIPoisoning protocol=Metattack, Attack rate=10%2026.04 | 73.51 | 12.14 | — | |
| BGRLPoisoning protocol=Metattack, Attack rate=10%2026.04 | 73.29 | 13.62 | — | |
| GGDPoisoning protocol=Metattack, Attack rate=10%2026.04 | 72.97 | 11.89 | — | |
| GCAPoisoning protocol=Metattack, Attack rate=10%2026.04 | 71.32 | 12.68 | — | |
| FGAVictim Model=GCN, Budget=12026.05 | — | — | 35.33 | |
| FGAVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.8 | |
| GOttackVictim Model=GCN, Budget=12026.05 | — | — | 35.6 | |
| GOttackVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.93 | |
| L1D-RNDVictim Model=GCN, Budget=12026.05 | — | — | 9.73 | |
| L1D-RNDVictim Model=GNNGuard, Budget=12026.05 | — | — | 6.53 | |
| NETTACKVictim Model=GCN, Budget=12026.05 | — | — | 34.13 | |
| NETTACKVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.4 | |
| PGDVictim Model=GCN, Budget=12026.05 | — | — | 33.6 | |
| PGDVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.27 | |
| PR-BCD (NA)Victim Model=GCN, Budget=12026.05 | — | — | 29.6 | |
| PR-BCD (NA)Victim Model=GNNGuard, Budget=12026.05 | — | — | 5.6 | |
| SGAVictim Model=GCN, Budget=12026.05 | — | — | 34.13 | |
| SGAVictim Model=GNNGuard, Budget=12026.05 | — | — | 4.93 |