Node Classification on Pubmed Dele-0.2 (test)
79.88AccuracyCIT-APPNP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CIT-APPNPBackbone=APPNP2024.03 | 79.88 | 79.29 | |
| CIT-GCNIIBackbone=GCNII2024.03 | 79.8 | 79.17 | |
| APPNPBackbone=APPNP2024.03 | 79.41 | 78.87 | |
| CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.03 | 79.38 | 78.85 | |
| CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.03 | 79.35 | 78.68 | |
| CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.03 | 78.85 | 79.19 | |
| GCNIIBackbone=GCNII2024.03 | 78.65 | 77.92 | |
| CIT-GCNBackbone=GCN2024.03 | 78.4 | 77.96 | |
| SR-GCNBackbone=GCN2024.03 | 78.1 | 77.63 | |
| SR-GCNIIBackbone=GCNII2024.03 | 78.1 | 76.76 | |
| GCNBackbone=GCN2024.03 | 77.48 | 77.32 | |
| SR-GATBackbone=GAT2024.03 | 76.55 | 75.39 | |
| GATBackbone=GAT2024.03 | 76.35 | 75.95 | |
| CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.03 | 76.21 | 75.12 | |
| CIT-GATBackbone=GAT2024.03 | 76.05 | 75.65 | |
| SR-APPNPBackbone=APPNP2024.03 | 75.85 | 75.43 |