Graph Classification on PubMed (test)
78.15AccuracyGCN (UHN)
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.04 | 78.15 | |
| GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.04 | 78.01 | |
| UHNModel=GAT, Evaluation Protocol=Single-task2026.04 | 78.01 | |
| GAT (Direct)Model=GAT, #Params=33,779, Training Protocol=Direct2026.04 | 77 | |
| GATEvaluation Protocol=Direct training2026.04 | 77 | |
| UHNModel=GAT, Evaluation Protocol=Multi-task2026.04 | 76.97 | |
| GCN (Direct)Model=GCN, #Params=32,259, Training Protocol=Direct2026.04 | 76.91 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Link2025.10 | 72.27 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Neighbor2025.10 | 70.87 | |
| Qwen2.5-7BCategory=Base model, Model=Qwen2.5-7B2025.10 | 69.86 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 68.8 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 67.1 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Attribute2025.10 | 59.55 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 59.5 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 58.3 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 55.9 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 51 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 47.3 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 46.7 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 45.2 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 42.2 |