Node Classification on ACM PLP (Acc, Macro-f1)
87.19AccCIT-APPNP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CIT-APPNPBackbone=APPNP, Mechanism=CIT2024.03 | 87.19 | 87.16 | |
| APPNPBackbone=APPNP2024.03 | 86.76 | 86.74 | |
| CIT-APPNP(w/o)Backbone=APPNP, Mechanism=CIT without transfer part2024.03 | 86.6 | 86.52 | |
| SR-APPNPBackbone=APPNP, Mechanism=SR2024.03 | 86.16 | 86.16 | |
| CIT-GATBackbone=GAT, Mechanism=CIT2024.03 | 85.75 | 85.64 | |
| CIT-GCNIIBackbone=GCNII, Mechanism=CIT2024.03 | 85.23 | 85.06 | |
| CIT-GCNII(w/o)Backbone=GCNII, Mechanism=CIT without transfer part2024.03 | 84.85 | 84.62 | |
| SR-GATBackbone=GAT, Mechanism=SR2024.03 | 84.61 | 84.49 | |
| SR-GCNIIBackbone=GCNII, Mechanism=SR2024.03 | 84.32 | 83.22 | |
| EERM-GCNIIBackbone=GCNII, Mechanism=EERM2024.03 | 83.81 | 83.61 | |
| EERM-APPNPBackbone=APPNP, Mechanism=EERM2024.03 | 83.58 | 83.46 | |
| CIT-GAT(w/o)Backbone=GAT, Mechanism=CIT without transfer part2024.03 | 83.45 | 83.01 | |
| CIT-GCNBackbone=GCN, Mechanism=CIT2024.03 | 82.67 | 82.56 | |
| GATBackbone=GAT2024.03 | 82.48 | 82.5 | |
| EERM-GCNBackbone=GCN, Mechanism=EERM2024.03 | 82.16 | 82.16 | |
| SR-GCNBackbone=GCN, Mechanism=SR2024.03 | 82.14 | 81.88 | |
| GCNIIBackbone=GCNII2024.03 | 81.88 | 81.21 | |
| CIT-GCN(w/o)Backbone=GCN, Mechanism=CIT without transfer part2024.03 | 81.3 | 80.98 | |
| GCNBackbone=GCN2024.03 | 80.26 | 79.71 | |
| EERM-GATBackbone=GAT, Mechanism=EERM2024.03 | 79.25 | 78.84 |