Node Classification on Pubmed Dele-0.5 (test)
0.7858AccuracyCIT-GCNII(w/o)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CIT-GCNII(w/o)Backbone=GCNII, Ablation=w/o information transfer2024.03 | 0.7858 | 0.7824 | |
| GCNIIBackbone=GCNII2024.03 | 0.784 | 0.7818 | |
| CIT-GCNIIBackbone=GCNII2024.03 | 0.7813 | 0.7789 | |
| CIT-APPNP(w/o)Backbone=APPNP, Ablation=w/o information transfer2024.03 | 0.7808 | 0.7773 | |
| SR-GCNIIBackbone=GCNII2024.03 | 0.7798 | 0.7689 | |
| CIT-GCNBackbone=GCN2024.03 | 0.779 | 0.7723 | |
| CIT-GCN(w/o)Backbone=GCN, Ablation=w/o information transfer2024.03 | 0.7783 | 0.7763 | |
| APPNPBackbone=APPNP2024.03 | 0.778 | 0.7743 | |
| CIT-APPNPBackbone=APPNP2024.03 | 0.776 | 0.7738 | |
| GCNBackbone=GCN2024.03 | 0.7704 | 0.7664 | |
| CIT-GATBackbone=GAT2024.03 | 0.7679 | 0.7643 | |
| SR-APPNPBackbone=APPNP2024.03 | 0.7645 | 0.7637 | |
| SR-GCNBackbone=GCN2024.03 | 0.7635 | 0.7654 | |
| CIT-GAT(w/o)Backbone=GAT, Ablation=w/o information transfer2024.03 | 0.7601 | 0.7597 | |
| GATBackbone=GAT2024.03 | 0.7592 | 0.7561 | |
| SR-GATBackbone=GAT2024.03 | 0.7531 | 0.7424 |