Node Classification on Pubmed (Misclassification Rate)
22.9Misclassification RateClean
Evaluation Results
| Method | Links | |
|---|---|---|
| CleanVictim Model=SGC2026.07 | 22.9 | |
| CleanVictim Model=GAT2026.07 | 23.6 | |
| CleanVictim Model=GCN2026.07 | 23.7 | |
| CleanVictim Model=APPNP2026.07 | 28.1 | |
| RandomVictim Model=APPNP2026.07 | 61.04 | |
| RandomVictim Model=GCN2026.07 | 62.8 | |
| RandomVictim Model=GAT2026.07 | 63.42 | |
| RandomVictim Model=SGC2026.07 | 63.64 | |
| GCIAVictim Model=APPNP2026.07 | 65.94 | |
| PGDVictim Model=SGC2026.07 | 66.3 | |
| TDGIAVictim Model=APPNP2026.07 | 68.18 | |
| PGDVictim Model=GCN2026.07 | 69.22 | |
| PGDVictim Model=APPNP2026.07 | 69.3 | |
| TDGIAVictim Model=GCN2026.07 | 70 | |
| TDGIAVictim Model=SGC2026.07 | 70.18 | |
| G2A2CVictim Model=SGC2026.07 | 71.9 | |
| PGDVictim Model=GAT2026.07 | 75 | |
| GCIAVictim Model=GAT2026.07 | 76.86 | |
| GCIAVictim Model=SGC2026.07 | 76.94 | |
| GCIAVictim Model=GCN2026.07 | 77.86 | |
| TDGIAVictim Model=GAT2026.07 | 79.92 | |
| G2A2CVictim Model=GCN2026.07 | 81.24 | |
| TIRBAVictim Model=SGC2026.07 | 81.24 | |
| G2A2CVictim Model=APPNP2026.07 | 83.16 | |
| TIRBAVictim Model=APPNP2026.07 | 86.84 | |
| G2A2CVictim Model=GAT2026.07 | 87.84 | |
| TIRBAVictim Model=GCN2026.07 | 88.76 | |
| TIRBAVictim Model=GAT2026.07 | 93.98 |