Graph Classification on CORA (test)
81.72AccuracyGCN (Direct)
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN (Direct)Model=GCN, #Params=92,231, Training Protocol=Direct2026.04 | 81.72 | |
| GCNEvaluation Protocol=Direct training2026.04 | 81.72 | |
| GAT (Direct)Model=GAT, #Params=92,373, Training Protocol=Direct2026.04 | 81.32 | |
| GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.04 | 79.81 | |
| GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.04 | 79.5 | |
| UHNModel=GCN, Evaluation Protocol=Single-task2026.04 | 79.5 | |
| UHNModel=GCN, Evaluation Protocol=Multi-task2026.04 | 79.3 | |
| (s)KNN-LDSLearning Paradigm=Supervised2019.05 | 72.3 | |
| KNN-LDSLearning Paradigm=Supervised2019.05 | 71.5 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Link2025.10 | 67.7 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 66.6 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 65.3 | |
| Qwen2.5-7BCategory=Base model, Model=Qwen2.5-7B2025.10 | 64.8 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 64 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Attribute2025.10 | 63.8 | |
| SSL4RL-7BCategory=SSL4RL-7B, Model=Neighbor2025.10 | 63.1 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 59.8 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 58.4 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 55.1 | |
| 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 | 49.3 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 48.8 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 40.9 |