Node Classification on Cora Dele-0.2 (test)
83.2AccuracyCIT-GCNII
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CIT-GCNIIBackbone=GCNII2024.03 | 83.2 | 81.7 | |
| GCNIIBackbone=GCNII2024.03 | 82.82 | 81.03 | |
| CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.03 | 82.41 | 81.07 | |
| SR-GCNIIBackbone=GCNII2024.03 | 81.75 | 81.09 | |
| CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.03 | 81.46 | 80.57 | |
| CIT-APPNPBackbone=APPNP2024.03 | 81.43 | 80.78 | |
| CIT-GATBackbone=GAT2024.03 | 81.35 | 80.27 | |
| CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.03 | 80.98 | 80.07 | |
| APPNPBackbone=APPNP2024.03 | 80.84 | 80.13 | |
| CIT-GCNBackbone=GCN2024.03 | 80.7 | 79.67 | |
| CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.03 | 80.36 | 79.03 | |
| SR-GATBackbone=GAT2024.03 | 80.25 | 79.29 | |
| GATBackbone=GAT2024.03 | 80.22 | 79.27 | |
| SR-APPNPBackbone=APPNP2024.03 | 80.11 | 80.06 | |
| EERM-GCNIIBackbone=GCNII2024.03 | 80.05 | 79.12 | |
| GCNBackbone=GCN2024.03 | 80.04 | 78.86 | |
| SR-GCNBackbone=GCN2024.03 | 79.8 | 78.31 | |
| EERM-APPNPBackbone=APPNP2024.03 | 79.17 | 79.72 | |
| EERM-GATBackbone=GAT2024.03 | 79.15 | 77.92 | |
| EERM-GCNBackbone=GCN2024.03 | 78.57 | 76.32 |