Node Classification on Citeseer original (test)
75.5AccuracyRUNG-l1
Evaluation Results
| Method | Links | |
|---|---|---|
| RUNG-l1Attack Budget=Clean2023.11 | 75.5 | |
| APPNPAttack Budget=Clean2023.11 | 75.3 | |
| ElasticGNNAttack Budget=Clean2023.11 | 75.2 | |
| GCNAttack Budget=Clean2023.11 | 74.8 | |
| GRANDAttack Budget=Clean2023.11 | 74.8 | |
| Jaccard-GCNAttack Budget=Clean2023.11 | 74.8 | |
| SoftMedianAttack Budget=Clean2023.11 | 74.6 | |
| RGCNAttack Budget=Clean2023.11 | 74.4 | |
| RUNGAttack Budget=Clean2023.11 | 74.3 | |
| RUNGAttack Budget=20%2023.11 | 74.3 | |
| ProGNNAttack Budget=Clean2023.11 | 74.2 | |
| TWIRLSAttack Budget=Clean2023.11 | 74.2 | |
| RUNGAttack Budget=5%2023.11 | 74.2 | |
| RUNGAttack Budget=10%2023.11 | 74.2 | |
| RUNGAttack Budget=30%2023.11 | 74.2 | |
| RUNGAttack Budget=40%2023.11 | 74.1 | |
| GATAttack Budget=Clean2023.11 | 73.4 | |
| GNNGuardAttack Budget=Clean2023.11 | 72.4 | |
| RUNG-l1Attack Budget=5%2023.11 | 72 | |
| TWIRLSAttack Budget=5%2023.11 | 71.8 | |
| ElasticGNNAttack Budget=5%2023.11 | 70.9 | |
| GNNGuardAttack Budget=5%2023.11 | 70.6 | |
| TWIRLSAttack Budget=10%2023.11 | 70.1 | |
| RUNG-l1Attack Budget=10%2023.11 | 69.3 | |
| GNNGuardAttack Budget=10%2023.11 | 69.1 | |
| GRANDAttack Budget=5%2023.11 | 68.9 | |
| Jaccard-GCNAttack Budget=5%2023.11 | 68.5 | |
| TWIRLSAttack Budget=20%2023.11 | 68.4 | |
| GATAttack Budget=5%2023.11 | 68.2 | |
| SoftMedianAttack Budget=5%2023.11 | 68 | |
| RGCNAttack Budget=5%2023.11 | 67.8 | |
| MLPAttack Budget=Clean2023.11 | 67.7 | |
| MLPAttack Budget=5%2023.11 | 67.7 | |
| MLPAttack Budget=10%2023.11 | 67.7 | |
| MLPAttack Budget=20%2023.11 | 67.7 | |
| MLPAttack Budget=30%2023.11 | 67.7 | |
| MLPAttack Budget=40%2023.11 | 67.7 | |
| APPNPAttack Budget=5%2023.11 | 67.7 | |
| ElasticGNNAttack Budget=10%2023.11 | 67.7 | |
| TWIRLSAttack Budget=30%2023.11 | 67.4 | |
| GNNGuardAttack Budget=20%2023.11 | 67.1 | |
| ProGNNAttack Budget=5%2023.11 | 66.8 | |
| GCNAttack Budget=5%2023.11 | 66.7 | |
| TWIRLSAttack Budget=40%2023.11 | 66.4 | |
| GNNGuardAttack Budget=30%2023.11 | 65.4 | |
| Jaccard-GCNAttack Budget=10%2023.11 | 65.1 | |
| RUNG-l1Attack Budget=20%2023.11 | 65.1 | |
| GRANDAttack Budget=10%2023.11 | 65 | |
| GATAttack Budget=10%2023.11 | 64.6 | |
| SoftMedianAttack Budget=10%2023.11 | 64.4 | |
| GNNGuardAttack Budget=40%2023.11 | 64.2 | |
| RGCNAttack Budget=10%2023.11 | 63.5 | |
| APPNPAttack Budget=10%2023.11 | 62.9 | |
| ProGNNAttack Budget=10%2023.11 | 62.3 | |
| GCNAttack Budget=10%2023.11 | 62.1 | |
| ElasticGNNAttack Budget=20%2023.11 | 62 | |
| RUNG-l1Attack Budget=30%2023.11 | 61.8 | |
| SoftMedianAttack Budget=20%2023.11 | 59.3 | |
| GRANDAttack Budget=20%2023.11 | 59.2 | |
| Jaccard-GCNAttack Budget=20%2023.11 | 59 | |
| RUNG-l1Attack Budget=40%2023.11 | 58.7 | |
| GATAttack Budget=20%2023.11 | 58.2 | |
| ElasticGNNAttack Budget=30%2023.11 | 57.9 | |
| RGCNAttack Budget=20%2023.11 | 56.3 | |
| APPNPAttack Budget=20%2023.11 | 55.6 | |
| SoftMedianAttack Budget=30%2023.11 | 55.2 | |
| ProGNNAttack Budget=20%2023.11 | 55 | |
| GRANDAttack Budget=30%2023.11 | 54.8 | |
| Jaccard-GCNAttack Budget=30%2023.11 | 54.6 | |
| GCNAttack Budget=20%2023.11 | 54.5 | |
| ElasticGNNAttack Budget=40%2023.11 | 53.4 | |
| GATAttack Budget=30%2023.11 | 53.2 | |
| SoftMedianAttack Budget=40%2023.11 | 51.9 | |
| GRANDAttack Budget=40%2023.11 | 51.2 | |
| Jaccard-GCNAttack Budget=40%2023.11 | 51.1 | |
| RGCNAttack Budget=30%2023.11 | 51 | |
| APPNPAttack Budget=30%2023.11 | 50.3 | |
| ProGNNAttack Budget=30%2023.11 | 49.2 | |
| GCNAttack Budget=30%2023.11 | 48.7 | |
| GATAttack Budget=40%2023.11 | 48.7 | |
| RGCNAttack Budget=40%2023.11 | 46.1 | |
| APPNPAttack Budget=40%2023.11 | 45.8 | |
| ProGNNAttack Budget=40%2023.11 | 43.7 | |
| GCNAttack Budget=40%2023.11 | 43.4 |