Graph Classification on Wiki-CS (test)
65.5AccuracyMDGFM
Evaluation results
| Method | Links | |
|---|---|---|
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 65.5 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 61.2 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 58.5 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Link2025.10 | 55.93 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Attribute2025.10 | 54.23 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Neighbor2025.10 | 52.54 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 51.4 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 49.7 | |
| Qwen2.5-7BCategory=Base model, Model=Qwen2.5-7B2025.10 | 49.15 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 48.9 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 46.2 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 42.6 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 42.4 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 42 |