Node Classification on DBLP (F1 score)
94.18F1 ScoreGTN
Evaluation results
| Method | Links | |
|---|---|---|
| GTNidentity matrix included=true2019.11 | 94.18 | |
| GTN-Iidentity matrix included=false2019.11 | 93.91 | |
| GAT2019.11 | 93.71 | |
| HAN2019.11 | 92.83 | |
| GCN2019.11 | 87.3 | |
| metapath2vec2019.11 | 85.53 | |
| PatchNetPre-training Data=ZINC+Arxiv2026.06 | 79.12 | |
| PatchNetPre-training Data=Arxiv2026.06 | 79.01 | |
| PatchNetPre-training Data=ZINC2026.06 | 76.44 | |
| PatchNetPre-training Data=No pre-train2026.06 | 75.05 | |
| GINPre-training Data=No pre-train2026.06 | 74.86 | |
| DeepWalk2019.11 | 63.18 |