Node Classification on Citeseer Dele-0.5 (test)
71.32AccuracyCIT-GCNII
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIT-GCNIIBackbone=GCNII2024.03 | 71.32 | 68.04 | |
| CIT-APPNPBackbone=APPNP2024.03 | 71.06 | 67.57 | |
| SR-APPNPBackbone=APPNP2024.03 | 70.81 | 66.78 | |
| CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.03 | 70.72 | 67.41 | |
| CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.03 | 70.41 | 67.3 | |
| SR-GCNIIBackbone=GCNII2024.03 | 70.19 | 67.01 | |
| CIT-GCNBackbone=GCN2024.03 | 70.12 | 66.81 | |
| GCNIIBackbone=GCNII2024.03 | 70.04 | 66.61 | |
| CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.03 | 70.02 | 67.1 | |
| EERM-APPNPBackbone=APPNP2024.03 | 69.91 | 66.32 | |
| CIT-GATBackbone=GAT2024.03 | 69.44 | 66.58 | |
| APPNPBackbone=APPNP2024.03 | 69.41 | 66.43 | |
| EERM-GCNIIBackbone=GCNII2024.03 | 69.4 | 66.81 | |
| CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.03 | 69.38 | 66.24 | |
| GATBackbone=GAT2024.03 | 68.94 | 65.98 | |
| EERM-GCNBackbone=GCN2024.03 | 68.65 | 65.55 | |
| GCNBackbone=GCN2024.03 | 68.52 | 65.59 | |
| SR-GATBackbone=GAT2024.03 | 68.27 | 64.24 | |
| SR-GCNBackbone=GCN2024.03 | 67.72 | 64.58 | |
| EERM-GATBackbone=GAT2024.03 | 67.12 | 64.01 |