Node Classification on ACM PAP
81.7AccuracyCIT-APPNP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIT-APPNPBackbone=APPNP, Mechanism=CIT2024.03 | 81.7 | 81.6 | |
| CIT-APPNP(w/o)Backbone=APPNP, Mechanism=CIT without transfer part2024.03 | 81.66 | 81.35 | |
| EERM-APPNPBackbone=APPNP, Mechanism=EERM2024.03 | 80.89 | 80.43 | |
| CIT-GCNIIBackbone=GCNII, Mechanism=CIT2024.03 | 79.73 | 79.26 | |
| SR-GCNIIBackbone=GCNII, Mechanism=SR2024.03 | 78.91 | 78.77 | |
| EERM-GCNIIBackbone=GCNII, Mechanism=EERM2024.03 | 78.82 | 79.24 | |
| APPNPBackbone=APPNP2024.03 | 78.49 | 79 | |
| CIT-GCNII(w/o)Backbone=GCNII, Mechanism=CIT without transfer part2024.03 | 78.1 | 78.8 | |
| GCNIIBackbone=GCNII2024.03 | 77.92 | 76.73 | |
| SR-APPNPBackbone=APPNP, Mechanism=SR2024.03 | 77.6 | 76.25 | |
| CIT-GATBackbone=GAT, Mechanism=CIT2024.03 | 68.49 | 68.15 | |
| CIT-GCNBackbone=GCN, Mechanism=CIT2024.03 | 68.06 | 68.79 | |
| SR-GATBackbone=GAT, Mechanism=SR2024.03 | 67.89 | 67.67 | |
| SR-GCNBackbone=GCN, Mechanism=SR2024.03 | 67.75 | 68.51 | |
| CIT-GCN(w/o)Backbone=GCN, Mechanism=CIT without transfer part2024.03 | 67.53 | 65.32 | |
| EERM-GATBackbone=GAT, Mechanism=EERM2024.03 | 67.15 | 68.22 | |
| CIT-GAT(w/o)Backbone=GAT, Mechanism=CIT without transfer part2024.03 | 67.15 | 67.34 | |
| EERM-GCNBackbone=GCN, Mechanism=EERM2024.03 | 66.85 | 67.84 | |
| GATBackbone=GAT2024.03 | 66.35 | 67.2 | |
| GCNBackbone=GCN2024.03 | 64.65 | 60.66 |