Node Classification on Cora (Accuracy under 20-60% Perturbation)
80.52Acc (40% Perturb)pGNN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| pGNNAttack Type=Random Attack2022.05 | 80.52 | 83.54 | 77.18 | — | — | |
| EvenNetAttack Type=Random Attack2022.05 | 78.95 | 82.37 | 76.01 | — | — | |
| GPRGNNAttack Type=Random Attack2022.05 | 78.86 | 82.62 | 76.68 | — | — | |
| EGCNGuardAttack Type=Random Attack2022.05 | 75.77 | 77.62 | 73.2 | — | — | |
| STEM-GNNEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 75.15 | — | 71.05 | 73.1 | 75.09 | |
| MARIOEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 75.1 | — | 70.9 | 73.08 | 74.5 | |
| BernNetAttack Type=Random Attack2022.05 | 73.69 | 78.4 | 69.34 | — | — | |
| GFTEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.64 | — | 70.04 | 71.91 | 73.78 | |
| GraphMETROEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.53 | — | 70.51 | 71.93 | 72.53 | |
| TFEGNNEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.44 | — | 70.12 | 72.12 | 73.26 | |
| CaNetEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 72.34 | — | 69.33 | 70.69 | 73.22 |