Node Classification on CORA (test) (Miss-classification Rate and Rank)
6.27Error Rate (Δ=1)L1D-RND
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| L1D-RNDDefense Model=GNNGuard2026.05 | 6.27 | 9.73 | 11.73 | 17.2 | 18.67 | 4.8 | |
| FGADefense Model=GNNGuard2026.05 | 6.67 | 11.87 | 14.93 | 17.2 | 22.13 | 5 | |
| NETTACKDefense Model=GNNGuard2026.05 | 6.8 | 13.07 | 16.93 | 20.4 | 25.07 | 2.27 | |
| PGDDefense Model=GNNGuard2026.05 | 6.8 | 11.33 | 16.8 | 20.4 | 21.07 | 5.73 | |
| PR-BCD (NA)Defense Model=GNNGuard2026.05 | 8.13 | 13.33 | 15.6 | 17.47 | 22.8 | 3.4 | |
| SGADefense Model=GNNGuard2026.05 | 8.4 | 12.8 | 18.53 | 21.07 | 22.53 | 3.6 | |
| GOttackDefense Model=GNNGuard2026.05 | 8.4 | 13.2 | 17.2 | 19.2 | 23.2 | 3.2 | |
| L1D-RNDDefense Model=GCN-Jaccard2026.05 | 12 | 18.4 | 24.67 | 28.53 | 30.8 | 7 | |
| L1D-RNDDefense Model=ElasticGNN2026.05 | 12.67 | 14.8 | 19.33 | 20.93 | 24.4 | 7 | |
| SGADefense Model=GCN-GARNET2026.05 | 14.27 | 20.4 | 23.73 | 27.07 | 29.73 | 6.93 | |
| L1D-RNDDefense Model=GCN-GARNET2026.05 | 16.53 | 37.6 | 43.73 | 46.4 | 51.07 | 2.47 | |
| FGADefense Model=GCN-GARNET2026.05 | 18.27 | 22.8 | 30 | 38.93 | 45.33 | 5.2 | |
| GOttackDefense Model=GCN-GARNET2026.05 | 20 | 31.47 | 42.93 | 52.4 | 55.87 | 3.93 | |
| FGADefense Model=GCN-Jaccard2026.05 | 20 | 35.2 | 43.47 | 48.93 | 56.27 | 3.73 | |
| NETTACKDefense Model=GCN-GARNET2026.05 | 20.67 | 34.13 | 46.8 | 56.27 | 62.93 | 1.47 | |
| PGDDefense Model=GCN-GARNET2026.05 | 20.93 | 30.93 | 36.53 | 42.67 | 49.47 | 5 | |
| PR-BCD (NA)Defense Model=GCN-Jaccard2026.05 | 20.93 | 33.07 | 41.47 | 46.67 | 49.33 | 3.67 | |
| SGADefense Model=GCN-Jaccard2026.05 | 20.93 | 35.6 | 43.6 | 49.6 | 54.93 | 4.27 | |
| PR-BCD (NA)Defense Model=GCN-GARNET2026.05 | 21.73 | 32.67 | 43.73 | 50.4 | 52.27 | 3 | |
| NETTACKDefense Model=ElasticGNN2026.05 | 23.47 | 30.27 | 43.2 | 49.87 | 54.8 | 2.87 | |
| NETTACKDefense Model=GCN-Jaccard2026.05 | 23.47 | 37.87 | 46.53 | 51.33 | 55.87 | 2.07 | |
| GOttackDefense Model=ElasticGNN2026.05 | 23.6 | 32.13 | 37.73 | 46.27 | 50 | 3.47 | |
| GOttackDefense Model=GCN-Jaccard2026.05 | 23.6 | 39.73 | 46.93 | 52.27 | 54.67 | 2.47 | |
| PGDDefense Model=ElasticGNN2026.05 | 24 | 30.4 | 38.67 | 44 | 47.33 | 4.07 | |
| SGADefense Model=ElasticGNN2026.05 | 24.27 | 30.93 | 37.87 | 45.47 | 49.47 | 4.33 | |
| FGADefense Model=ElasticGNN2026.05 | 24.67 | 32.4 | 37.73 | 44 | 50.93 | 2.6 | |
| PR-BCD (NA)Defense Model=ElasticGNN2026.05 | 24.67 | 32 | 41.6 | 44.8 | 50.4 | 3.67 | |
| PGDDefense Model=GCN-Jaccard2026.05 | 24.8 | 35.2 | 41.07 | 44.53 | 47.6 | 4.8 |