Node Classification on Citeseer (ACC, Runtime)
85.35AccuracySG-GRS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SG-GRSPtb Num=0, Attack Method=Nettack2025.01 | 85.35 | — | |
| PromptGFM*Backbone=GPT-4o2026.03 | 85.32 | — | |
| STABLEPtb Num=0, Attack Method=Nettack2025.01 | 85 | — | |
| DiffSPPtb Num=0, Attack Method=Nettack2025.01 | 84.74 | — | |
| WGTLPtb Num=0, Attack Method=Nettack2025.01 | 84.56 | — | |
| STABLEPtb Num=1, Attack Method=Nettack2025.01 | 84.47 | — | |
| GuardPtb Num=0, Attack Method=Nettack2025.01 | 83.54 | — | |
| ProGNNPtb Num=0, Attack Method=Nettack2025.01 | 83.23 | — | |
| GCNPtb Num=0, Attack Method=Nettack2025.01 | 83.12 | — | |
| GDDMPtb Num=0, Attack Method=Nettack2025.01 | 83.03 | — | |
| JaccardPtb Num=0, Attack Method=Nettack2025.01 | 82.71 | — | |
| SG-GRSPtb Num=1, Attack Method=Nettack2025.01 | 82.66 | — | |
| GDDMPtb Num=4, Attack Method=Nettack2025.01 | 82.6 | — | |
| DiffSPPtb Num=1, Attack Method=Nettack2025.01 | 82.51 | — | |
| GDDMPtb Num=1, Attack Method=Nettack2025.01 | 82.5 | — | |
| WGTLPtb Num=1, Attack Method=Nettack2025.01 | 82.38 | — | |
| GDDMPtb Num=Mean, Attack Method=Nettack2025.01 | 82.12 | — | |
| SOTA2024.10 | 82.07 | — | |
| GDDMPtb Num=3, Attack Method=Nettack2025.01 | 81.87 | — | |
| GDDMPtb Num=5, Attack Method=Nettack2025.01 | 81.46 | — | |
| DiffSPPtb Num=2, Attack Method=Nettack2025.01 | 81.33 | — | |
| ProGNNPtb Num=1, Attack Method=Nettack2025.01 | 81.25 | — | |
| GDDMPtb Num=2, Attack Method=Nettack2025.01 | 81.25 | — | |
| SG-GRSPtb Num=Mean, Attack Method=Nettack2025.01 | 81.2 | — | |
| DiffSPPtb Num=Mean, Attack Method=Nettack2025.01 | 81.19 | — | |
| SG-GRSPtb Num=2, Attack Method=Nettack2025.01 | 81.15 | — | |
| WGTLPtb Num=2, Attack Method=Nettack2025.01 | 80.84 | — | |
| SG-GRSPtb Num=3, Attack Method=Nettack2025.01 | 80.59 | — | |
| DiffSPPtb Num=3, Attack Method=Nettack2025.01 | 80.36 | — | |
| GuardPtb Num=1, Attack Method=Nettack2025.01 | 79.69 | — | |
| DiffSPPtb Num=4, Attack Method=Nettack2025.01 | 79.67 | — | |
| WGTLPtb Num=Mean, Attack Method=Nettack2025.01 | 79.35 | — | |
| SG-GRSPtb Num=4, Attack Method=Nettack2025.01 | 79.28 | — | |
| DiffSPPtb Num=5, Attack Method=Nettack2025.01 | 78.51 | — | |
| SG-GRSPtb Num=5, Attack Method=Nettack2025.01 | 78.19 | — | |
| SVDPtb Num=1, Attack Method=Nettack2025.01 | 78.12 | — | |
| SVDPtb Num=0, Attack Method=Nettack2025.01 | 78.02 | — | |
| JaccardPtb Num=1, Attack Method=Nettack2025.01 | 77.5 | — | |
| WGTLPtb Num=3, Attack Method=Nettack2025.01 | 77.33 | — | |
| GCNPtb Num=1, Attack Method=Nettack2025.01 | 76.25 | — | |
| WGTLPtb Num=4, Attack Method=Nettack2025.01 | 76.14 | — | |
| FSW-GNN2024.10 | 75.44 | — | |
| WGTLPtb Num=5, Attack Method=Nettack2025.01 | 74.87 | — | |
| RAMP-7BModel Size=7B2026.03 | 74.83 | — | |
| Qwen-2.5-7B-InstructModel Size=7B2026.03 | 74.35 | — | |
| GAT2024.10 | 74.32 | — | |
| GuardPtb Num=Mean, Attack Method=Nettack2025.01 | 74.27 | — | |
| OFA2026.03 | 74.19 | — | |
| GuardPtb Num=2, Attack Method=Nettack2025.01 | 74.17 | — | |
| GCN2024.10 | 73.68 | — | |
| GuardPtb Num=3, Attack Method=Nettack2025.01 | 73.65 | — | |
| LLaGA2026.03 | 73.54 | — | |
| Sort-MPNN2024.10 | 72.69 | — | |
| BERT2026.03 | 71.93 | — | |
| GuardPtb Num=4, Attack Method=Nettack2025.01 | 71.77 | — | |
| GAT2026.03 | 71.29 | — | |
| STABLEPtb Num=2, Attack Method=Nettack2025.01 | 70.83 | — | |
| GraphSAGE2026.03 | 70.81 | — | |
| RoBERTa2026.03 | 70.48 | — | |
| STABLEPtb Num=Mean, Attack Method=Nettack2025.01 | 70.35 | — | |
| GCN2026.03 | 70.16 | — | |
| SVDPtb Num=3, Attack Method=Nettack2025.01 | 70 | — | |
| SVDPtb Num=2, Attack Method=Nettack2025.01 | 69.9 | — | |
| ProGNNPtb Num=2, Attack Method=Nettack2025.01 | 69.68 | — | |
| SVDPtb Num=Mean, Attack Method=Nettack2025.01 | 69.25 | — | |
| JaccardPtb Num=Mean, Attack Method=Nettack2025.01 | 66.87 | — | |
| JaccardPtb Num=2, Attack Method=Nettack2025.01 | 65.62 | — | |
| ProGNNPtb Num=Mean, Attack Method=Nettack2025.01 | 65.59 | — | |
| JaccardPtb Num=3, Attack Method=Nettack2025.01 | 64.79 | — | |
| STABLEPtb Num=3, Attack Method=Nettack2025.01 | 64.69 | — | |
| GuardPtb Num=5, Attack Method=Nettack2025.01 | 63.44 | — | |
| SVDPtb Num=4, Attack Method=Nettack2025.01 | 62.08 | — | |
| STABLEPtb Num=4, Attack Method=Nettack2025.01 | 61.04 | — | |
| GCNPtb Num=Mean, Attack Method=Nettack2025.01 | 60.95 | — | |
| GCNPtb Num=2, Attack Method=Nettack2025.01 | 60.1 | — | |
| MLP2026.03 | 59.35 | — | |
| ProGNNPtb Num=3, Attack Method=Nettack2025.01 | 58.64 | — | |
| JaccardPtb Num=4, Attack Method=Nettack2025.01 | 58.12 | — | |
| SVDPtb Num=5, Attack Method=Nettack2025.01 | 57.4 | — | |
| STABLEPtb Num=5, Attack Method=Nettack2025.01 | 56.04 | — | |
| GCNPtb Num=3, Attack Method=Nettack2025.01 | 54.48 | — | |
| ProGNNPtb Num=4, Attack Method=Nettack2025.01 | 53.23 | — | |
| JaccardPtb Num=5, Attack Method=Nettack2025.01 | 52.5 | — | |
| GCNPtb Num=4, Attack Method=Nettack2025.01 | 48.44 | — | |
| ProGNNPtb Num=5, Attack Method=Nettack2025.01 | 47.5 | — | |
| GCNPtb Num=5, Attack Method=Nettack2025.01 | 43.33 | — | |
| DGCNNParam=62,7342025.12 | — | 33.23 | |
| GATParam=238,3582025.12 | — | 12.14 | |
| GATv2Param=476,4542025.12 | — | 11.98 | |
| GraphGPSParam=306,6542025.12 | — | 11.08 | |
| PR-CapsNetParam=238,9102025.12 | — | 8.52 | |
| Q-GCNParam=475,0142025.12 | — | 132.9 | |
| SSGClassifierParam=59,9102025.12 | — | 9.15 | |
| TGNNParam=3,642,8862025.12 | — | 7.88 |