Graph Classification on CITESEER (test)
73.7Accuracy(s)KNN-LDS
Evaluation Results
| Method | Links | |
|---|---|---|
| (s)KNN-LDSLearning Paradigm=Supervised2019.05 | 73.7 | |
| KNN-LDSLearning Paradigm=Supervised2019.05 | 71.5 | |
| GAT (Direct)Model=GAT, #Params=237,586, Training Protocol=Direct2026.04 | 69.99 | |
| GCN (Direct)Model=GCN, #Params=237,446, Training Protocol=Direct2026.04 | 69.96 | |
| GAT (UHN)Model=GAT, #Params=612,117, Training Protocol=UHN2026.04 | 68.19 | |
| GCN (UHN)Model=GCN, #Params=612,117, Training Protocol=UHN2026.04 | 65.29 | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 60.7 | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 59.9 | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 52.1 | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 49.6 | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 48.9 | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 48.2 | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 46.6 | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 44.7 | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 43.7 | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.82025.11 | 39.8 |