Node Classification on Cora Dele-0.5 (test)
80.58AccuracyCIT-GCNII
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIT-GCNIIBackbone=GCNII2024.03 | 80.58 | 78.94 | |
| GCNIIBackbone=GCNII2024.03 | 80.48 | 78.65 | |
| SR-GCNIIBackbone=GCNII2024.03 | 80.03 | 78.38 | |
| CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.03 | 79.84 | 78.04 | |
| CIT-APPNPBackbone=APPNP2024.03 | 79.02 | 78.27 | |
| CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.03 | 78.8 | 77.31 | |
| APPNPBackbone=APPNP2024.03 | 78.52 | 77.12 | |
| EERM-GCNIIBackbone=GCNII2024.03 | 78.52 | 77.02 | |
| CIT-GATBackbone=GAT2024.03 | 77.72 | 76.43 | |
| SR-APPNPBackbone=APPNP2024.03 | 77.55 | 76.97 | |
| CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.03 | 77.52 | 76.07 | |
| CIT-GCNBackbone=GCN2024.03 | 77.5 | 75.58 | |
| SR-GATBackbone=GAT2024.03 | 77.38 | 75.86 | |
| EERM-APPNPBackbone=APPNP2024.03 | 77.31 | 76.87 | |
| EERM-GCNBackbone=GCN2024.03 | 77.3 | 75.18 | |
| GCNBackbone=GCN2024.03 | 77.28 | 75.3 | |
| GATBackbone=GAT2024.03 | 77.22 | 75.81 | |
| CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.03 | 77.05 | 75.17 | |
| SR-GCNBackbone=GCN2024.03 | 76.7 | 74.59 | |
| EERM-GATBackbone=GAT2024.03 | 76.62 | 74.38 |