Node Classification on Cora ML (test)
86.3Accuracy (General)APPNP
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 | — | — | — | — | — | — | |
| TAGR-GCNPerturbation=Raw Graph2026.06 | 83.6 | — | — | — | — | — | — | |
| GATAttack Budget=Clean2023.11 | 83.5 | — | — | — | — | — | — | |
| GNNGuardAttack Budget=Clean2023.11 | 83.1 | — | — | — | — | — | — | |
| RUNGAttack Budget=10%2023.11 | 82.9 | — | — | — | — | — | — | |
| JNSGSLPerturbation=Raw Graph2026.06 | 82.8 | — | — | — | — | — | — | |
| 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 | — | — | — | — | — | — | |
| TAGR-GCNPerturbation=Del 25%2026.06 | 81.3 | — | — | — | — | — | — | |
| GRANDAttack Budget=5%2023.11 | 80.2 | — | — | — | — | — | — | |
| TWIRLSAttack Budget=10%2023.11 | 79.7 | — | — | — | — | — | — | |
| RUNG-l1Attack Budget=10%2023.11 | 79.7 | — | — | — | — | — | — | |
| TAGR-GSPerturbation=Raw Graph2026.06 | 79.3 | — | — | — | — | — | — | |
| 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 | — | — | — | — | — | — | |
| TAGR-GCNPerturbation=Del 50%2026.06 | 78.4 | — | — | — | — | — | — | |
| 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 | — | — | — | — | — | — | |
| TAGR-GATPerturbation=Raw Graph2026.06 | 77.8 | — | — | — | — | — | — | |
| RGCNAttack Budget=5%2023.11 | 77.7 | — | — | — | — | — | — | |
| TWIRLSAttack Budget=20%2023.11 | 76.8 | — | — | — | — | — | — | |
| GRANDAttack Budget=10%2023.11 | 76.4 | — | — | — | — | — | — | |
| TAGR-GCNPerturbation=Add 50%2026.06 | 76.1 | — | — | — | — | — | — | |
| 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 | — | — | — | — | — | — | |
| TAGR-GCNPerturbation=Add 90%2026.06 | 72.3 | — | — | — | — | — | — | |
| GNNGuardAttack Budget=30%2023.11 | 71.8 | — | — | — | — | — | — | |
| RUNG-l1Attack Budget=30%2023.11 | 70.5 | — | — | — | — | — | — | |
| GRANDAttack Budget=20%2023.11 | 70 | — | — | — | — | — | — | |
| GNNGuardAttack Budget=40%2023.11 | 69.9 | — | — | — | — | — | — | |
| GATAttack Budget=10%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 | — | — | — | — | — | — | |
| APPNPAttack=Adaptive local attack (PGD)2023.11 | — | 84.7 | 50 | 27.3 | 14 | 3.3 | 0.7 | |
| EvenNetAttack=Adaptive local attack (PGD)2023.11 | — | 83.4 | 64.8 | 56.1 | 29.5 | 3.1 | 1.1 | |
| GARNETAttack=Adaptive local attack (PGD)2023.11 | — | 82.4 | 70.9 | 61.9 | 42.7 | 11.6 | 6.6 | |
| GATAttack=Adaptive local attack (PGD)2023.11 | — | 80.7 | 30.7 | 16 | 11.3 | 1.3 | 2 | |
| GCNAttack=Adaptive local attack (PGD)2023.11 | — | 82.7 | 40.7 | 12 | 2.7 | 0 | 0 | |
| GNNGuardAttack=Adaptive local attack (PGD)2023.11 | — | 82.7 | 44 | 30.7 | 14 | 5.3 | 2 | |
| GRANDAttack=Adaptive local attack (PGD)2023.11 | — | 84 | 47.3 | 18.7 | 7.3 | 1.3 | 0 | |
| GraphCONAttack=Adaptive local attack (PGD)2023.11 | — | 81.3 | 67.3 | 54.7 | 41.3 | 4.1 | 2.3 | |
| HANGAttack=Adaptive local attack (PGD)2023.11 | — | 83.1 | 71.2 | 60.1 | 39.5 | 9.4 | 5.6 |