Node Classification on Cora (Accuracy and Defense Gain)
82.49AccuracyGCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCNGraph Condition=Clean, Defense Status=Original2024.12 | 82.49 | — | |
| GATGraph Condition=Clean, Defense Status=Original2024.12 | 82.49 | — | |
| GCNDefense status=Original, Graph condition=Clean2024.12 | 82.49 | — | |
| GATDefense status=Original, Graph condition=Clean2024.12 | 82.29 | — | |
| GATGraph Condition=Clean, Defense Status=Ours2024.12 | 82.04 | — | |
| GATGraph Condition=Nettack, Defense Status=Ours2024.12 | 81.89 | 11.92 | |
| GPR-GNNDefense status=Ours, Graph condition=Clean2024.12 | 81.79 | — | |
| GPR-GNNDefense status=Original, Graph condition=Clean2024.12 | 80.03 | — | |
| GATDefense status=Ours, Graph condition=Clean2024.12 | 79.33 | — | |
| GCNGraph Condition=Clean, Defense Status=Ours2024.12 | 77.11 | — | |
| GCNDefense status=Ours, Graph condition=Clean2024.12 | 77.11 | — | |
| GPR-GNNDefense status=Ours, Graph condition=Metattack2024.12 | 76.61 | 7.24 | |
| GCNGraph Condition=Nettack, Defense Status=Ours2024.12 | 74.75 | 12.33 | |
| GPR-GNNGraph Condition=Clean, Defense Status=Original2024.12 | 74.65 | — | |
| GATGraph Condition=Nettack, Defense Status=Original2024.12 | 69.97 | — | |
| GPR-GNNDefense status=Original, Graph condition=Metattack2024.12 | 69.37 | — | |
| GPR-GNNGraph Condition=Clean, Defense Status=Ours2024.12 | 68.56 | — | |
| GPR-GNNGraph Condition=Nettack, Defense Status=Ours2024.12 | 67.81 | 7.5 | |
| GATDefense status=Ours, Graph condition=Metattack2024.12 | 66.5 | 24.25 | |
| GCNDefense status=Ours, Graph condition=Metattack2024.12 | 66.45 | 10.11 | |
| GCNGraph Condition=Nettack, Defense Status=Original2024.12 | 62.42 | — | |
| GPR-GNNGraph Condition=Nettack, Defense Status=Original2024.12 | 60.31 | — | |
| GCNDefense status=Original, Graph condition=Metattack2024.12 | 56.34 | — | |
| GATDefense status=Original, Graph condition=Metattack2024.12 | 42.25 | — |