Node Classification on Cora ML original (test)
86.3AccuracyAPPNP
Evaluation Results
| Method | Links | |
|---|---|---|
| APPNPAttack Budget=Clean2023.11 | 86.3 | |
| GRANDAttack Budget=Clean2023.11 | 86.1 | |
| ElasticGNNAttack Budget=Clean2023.11 | 85.9 | |
| RUNG-l1Attack Budget=Clean2023.11 | 85.8 | |
| RGCNAttack Budget=Clean2023.11 | 85.7 | |
| ProGNNAttack Budget=Clean2023.11 | 85.6 | |
| GCNAttack Budget=Clean2023.11 | 85 | |
| SoftMedianAttack Budget=Clean2023.11 | 85 | |
| RUNGAttack Budget=Clean2023.11 | 84.6 | |
| TWIRLSAttack Budget=Clean2023.11 | 84.2 | |
| Jaccard-GCNAttack Budget=Clean2023.11 | 83.7 | |
| RUNGAttack Budget=5%2023.11 | 83.7 | |
| GATAttack Budget=Clean2023.11 | 83.5 | |
| GNNGuardAttack Budget=Clean2023.11 | 83.1 | |
| RUNGAttack Budget=10%2023.11 | 82.9 | |
| RUNG-l1Attack Budget=5%2023.11 | 82.3 | |
| ElasticGNNAttack Budget=5%2023.11 | 81.9 | |
| SoftMedianAttack Budget=5%2023.11 | 81.8 | |
| TWIRLSAttack Budget=5%2023.11 | 81.5 | |
| RUNGAttack Budget=20%2023.11 | 81.3 | |
| GRANDAttack Budget=5%2023.11 | 80.2 | |
| TWIRLSAttack Budget=10%2023.11 | 79.7 | |
| RUNG-l1Attack Budget=10%2023.11 | 79.7 | |
| RUNGAttack Budget=30%2023.11 | 79.2 | |
| ElasticGNNAttack Budget=10%2023.11 | 79 | |
| SoftMedianAttack Budget=10%2023.11 | 79 | |
| GNNGuardAttack Budget=5%2023.11 | 78.9 | |
| GNNGuardAttack Budget=10%2023.11 | 78.1 | |
| APPNPAttack Budget=5%2023.11 | 78 | |
| RUNGAttack Budget=40%2023.11 | 77.9 | |
| ProGNNAttack Budget=5%2023.11 | 77.8 | |
| Jaccard-GCNAttack Budget=5%2023.11 | 77.8 | |
| RGCNAttack Budget=5%2023.11 | 77.7 | |
| TWIRLSAttack Budget=20%2023.11 | 76.8 | |
| GRANDAttack Budget=10%2023.11 | 76.4 | |
| GCNAttack Budget=5%2023.11 | 76 | |
| GATAttack Budget=5%2023.11 | 75.1 | |
| RUNG-l1Attack Budget=20%2023.11 | 75.1 | |
| GNNGuardAttack Budget=20%2023.11 | 74.8 | |
| TWIRLSAttack Budget=30%2023.11 | 74.3 | |
| Jaccard-GCNAttack Budget=10%2023.11 | 74.1 | |
| ElasticGNNAttack Budget=20%2023.11 | 73.3 | |
| SoftMedianAttack Budget=20%2023.11 | 73 | |
| ProGNNAttack Budget=10%2023.11 | 72.8 | |
| TWIRLSAttack Budget=40%2023.11 | 72.8 | |
| APPNPAttack Budget=10%2023.11 | 72.7 | |
| RGCNAttack Budget=10%2023.11 | 72.7 | |
| GNNGuardAttack Budget=30%2023.11 | 71.8 | |
| GATAttack Budget=10%2023.11 | 70.6 | |
| RUNG-l1Attack Budget=30%2023.11 | 70.5 | |
| GRANDAttack Budget=20%2023.11 | 70 | |
| GNNGuardAttack Budget=40%2023.11 | 69.9 | |
| GATAttack Budget=20%2023.11 | 69.5 | |
| Jaccard-GCNAttack Budget=20%2023.11 | 68.4 | |
| ElasticGNNAttack Budget=30%2023.11 | 68.1 | |
| RUNG-l1Attack Budget=40%2023.11 | 67.1 | |
| SoftMedianAttack Budget=30%2023.11 | 66.3 | |
| MLPAttack Budget=Clean2023.11 | 65 | |
| MLPAttack Budget=5%2023.11 | 65 | |
| MLPAttack Budget=10%2023.11 | 65 | |
| MLPAttack Budget=20%2023.11 | 65 | |
| MLPAttack Budget=30%2023.11 | 65 | |
| MLPAttack Budget=40%2023.11 | 65 | |
| GCNAttack Budget=10%2023.11 | 65 | |
| GATAttack Budget=30%2023.11 | 65 | |
| ProGNNAttack Budget=20%2023.11 | 64.8 | |
| GRANDAttack Budget=30%2023.11 | 64.6 | |
| APPNPAttack Budget=20%2023.11 | 64.4 | |
| RGCNAttack Budget=20%2023.11 | 64.4 | |
| ElasticGNNAttack Budget=40%2023.11 | 63.6 | |
| Jaccard-GCNAttack Budget=30%2023.11 | 63.5 | |
| GCNAttack Budget=20%2023.11 | 62.1 | |
| GATAttack Budget=40%2023.11 | 61.4 | |
| SoftMedianAttack Budget=40%2023.11 | 60.4 | |
| GRANDAttack Budget=40%2023.11 | 60.1 | |
| Jaccard-GCNAttack Budget=40%2023.11 | 59.3 | |
| ProGNNAttack Budget=30%2023.11 | 58.7 | |
| RGCNAttack Budget=30%2023.11 | 57.9 | |
| APPNPAttack Budget=30%2023.11 | 57.7 | |
| GCNAttack Budget=30%2023.11 | 55.4 | |
| ProGNNAttack Budget=40%2023.11 | 53.2 | |
| APPNPAttack Budget=40%2023.11 | 53 | |
| RGCNAttack Budget=40%2023.11 | 52.6 | |
| GCNAttack Budget=40%2023.11 | 49.8 |