Node Classification on OGBN-Proteins (test) (Robustness Degradation)
-5.47Rel. ROC-AUC Degradation (5% Del)GraphGAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphGAN2026.02 | -5.47 | -9.82 | -7.16 | -11.03 | |
| GCN2026.02 | -3.21 | -6.74 | -4.83 | -7.95 | |
| Graphormer2026.02 | -2.78 | -5.63 | -3.95 | -6.41 | |
| SGFormer2026.02 | -1.95 | -4.27 | -2.86 | -5.12 | |
| AdvSynGNN2026.02 | -0.82 | -1.93 | -1.14 | -2.05 |