Node Classification on DBLP (Macro/Micro F1)
84.97Macro F1CaDeM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CaDeM2026.03 | 84.97 | 84.14 | |
| DMG2026.03 | 84.54 | 83.72 | |
| GraphMAE2026.03 | 83.59 | 82.69 | |
| HDMI2026.03 | 83.5 | 82.45 | |
| VGAE2026.03 | 81.64 | 80.8 | |
| MVGRL2026.03 | 74.55 | 73.1 | |
| DGI2026.03 | 72.83 | 71.99 | |
| MNE2026.03 | 56.61 | 56.22 | |
| DeepWalk2026.03 | 54.88 | 56.53 | |
| Node2Vec2026.03 | 54.33 | 56.81 | |
| MCGC2026.03 | 53.08 | 64.12 | |
| HetSheafModel Type=Heterogeneous Sheaf2024.09 | 0.9497 | 0.9539 | |
| GINModel Type=Homogeneous2024.09 | 0.9484 | 0.9521 | |
| R-GCNModel Type=Heterogeneous2024.09 | 0.9429 | 0.9468 | |
| HANModel Type=Heterogeneous2024.09 | 0.9401 | 0.9444 | |
| Sheaf-NSDModel Type=Sheaf-based2024.09 | 0.9296 | 0.9342 | |
| HGTModel Type=Heterogeneous2024.09 | 0.9283 | 0.9335 | |
| TypeBanditBackbone=R-GCN2026.04 | 0.9253 | 0.9333 | |
| GATModel Type=Homogeneous2024.09 | 0.9234 | 0.9278 | |
| GCNModel Type=Homogeneous2024.09 | 0.9097 | 0.9169 | |
| SAGEModel Type=Homogeneous2024.09 | 0.9013 | 0.9074 | |
| CHoEUpstream=ACM, Shot-count=5-shot2026.05 | 0.8845 | — | |
| HGPromptUpstream=ACM, Shot-count=5-shot2026.05 | 0.8818 | — | |
| HGPromptUpstream=DBLP, Shot-count=5-shot2026.05 | 0.8568 | — | |
| CHoEUpstream=Freebase, Shot-count=5-shot2026.05 | 0.843 | — | |
| HGPromptUpstream=Aminer, Shot-count=5-shot2026.05 | 0.8229 | — | |
| HGPromptUpstream=Freebase, Shot-count=5-shot2026.05 | 0.819 | — | |
| CHoEUpstream=Aminer, Shot-count=5-shot2026.05 | 0.8174 | — | |
| CHoEUpstream=DBLP, Shot-count=5-shot2026.05 | 0.7638 | — | |
| HGMAEUpstream=ACM, Shot-count=5-shot2026.05 | 0.7544 | — | |
| HetGPTUpstream=DBLP, Shot-count=5-shot2026.05 | 0.738 | — | |
| HGMAEUpstream=DBLP, Shot-count=5-shot2026.05 | 0.7292 | — | |
| HetGPTUpstream=Aminer, Shot-count=5-shot2026.05 | 0.6768 | — | |
| HGMAEUpstream=Aminer, Shot-count=5-shot2026.05 | 0.6116 | — | |
| HetGPTUpstream=Freebase, Shot-count=5-shot2026.05 | 0.6097 | — | |
| HGMAEUpstream=Freebase, Shot-count=5-shot2026.05 | 0.6007 | — | |
| HetGPTUpstream=ACM, Shot-count=5-shot2026.05 | 0.5883 | — |