Node Classification on Citeseer standard (test) (Perturbation Sweep)
80.7Node Classification AccuracyAPPNP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| APPNPAttack Type=Adaptive local attack2023.11 | 80.7 | — | — | — | — | — | — | |
| RGCNAttack Type=Adaptive local attack2023.11 | 80 | — | — | — | — | — | — | |
| ProGNNAttack Type=Adaptive local attack2023.11 | 80 | — | — | — | — | — | — | |
| RUNG-l1Attack Type=Adaptive local attack2023.11 | 80 | — | — | — | — | — | — | |
| GCNAttack Type=Adaptive local attack2023.11 | 79.3 | — | — | — | — | — | — | |
| Jaccard-GCNAttack Type=Adaptive local attack2023.11 | 78.7 | — | — | — | — | — | — | |
| SoftMedianAttack Type=Adaptive local attack2023.11 | 78.7 | — | — | — | — | — | — | |
| GRANDAttack Type=Adaptive local attack2023.11 | 77.3 | — | — | — | — | — | — | |
| TWIRLSAttack Type=Adaptive local attack2023.11 | 77.3 | — | — | — | — | — | — | |
| RUNGAttack Type=Adaptive local attack2023.11 | 77.3 | — | — | — | — | — | — | |
| TWIRLS-TAttack Type=Adaptive local attack2023.11 | 76 | — | — | — | — | — | — | |
| GATAttack Type=Adaptive local attack2023.11 | 74.7 | — | — | — | — | — | — | |
| GNNGuardAttack Type=Adaptive local attack2023.11 | 74.7 | — | — | — | — | — | — | |
| MLPAttack Type=Adaptive local attack2023.11 | 69.3 | — | — | — | — | — | — | |
| APPNPAttack Type=Adaptive Local2023.11 | — | 80.7 | 50 | 39.3 | 16.7 | 16 | 0 | |
| GATAttack Type=Adaptive Local2023.11 | — | 74.7 | 15.3 | 13.3 | 12 | 12.7 | 9.3 | |
| GCNAttack Type=Adaptive Local2023.11 | — | 79.3 | 44.7 | 27.3 | 6.7 | 0.7 | 0 | |
| GNNGuardAttack Type=Adaptive Local2023.11 | — | 74.7 | 46 | 32.7 | 18 | 6 | 4 | |
| GRANDAttack Type=Adaptive Local2023.11 | — | 77.3 | 56.7 | 44 | 16.7 | 0.7 | 0 | |
| Jaccard-GCNAttack Type=Adaptive Local2023.11 | — | 78.7 | 46.7 | 28 | 6.7 | 0.7 | 0 | |
| MLPAttack Type=Adaptive Local2023.11 | — | 69.3 | 69.3 | 69.3 | 69.3 | 69.3 | 69.3 | |
| ProGNNAttack Type=Adaptive Local2023.11 | — | 80 | 42.7 | 26 | 10 | 0.7 | 0 | |
| RGCNAttack Type=Adaptive Local2023.11 | — | 80 | 46.7 | 32.7 | 10 | 0.7 | 0.7 | |
| RUNGAttack Type=Adaptive Local2023.11 | — | 77.3 | 70.7 | 69.3 | 67.3 | 64 | 61.3 | |
| RUNG-l1Attack Type=Adaptive Local2023.11 | — | 80 | 75.3 | 73.3 | 67.3 | 36 | 26 | |
| SoftMedianAttack Type=Adaptive Local2023.11 | — | 78.7 | 69.3 | 66 | 56 | 8.7 | 3.3 | |
| TWIRLSAttack Type=Adaptive Local2023.11 | — | 77.3 | 69.3 | 68.7 | 57.3 | 36.7 | 26.7 | |
| TWIRLS-TAttack Type=Adaptive Local2023.11 | — | 76 | 70.7 | 68.7 | 62 | 52.7 | 47.3 |