Node Classification on Coauthor PHY (Micro F1)
95.84Micro F1GB-CGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| GB-CGNN2026.03 | 95.84 | |
| GB-CGNNcoarse-grained initialization=false2026.03 | 95.82 | |
| Cluster-GCN2026.03 | 95.81 | |
| GB-CGNNfine-grained binary splitting=false2026.03 | 95.75 | |
| GraphSAGE2026.03 | 95.64 | |
| GraphSAINT2026.03 | 95.48 | |
| SGBGC2026.03 | 95.17 | |
| Deepwalksetting=Deepwalk2020.09 | 93.5 | |
| NetMF (SCD)setting=NetMF (SCD)2020.09 | 93.5 | |
| Node2Vecsetting=Node2Vec2020.09 | 93.1 | |
| GAT2026.03 | 92.31 | |
| SNoRe SDFsetting=SNoRe SDF2020.09 | 88.7 | |
| LINEsetting=LINE2020.09 | 75.4 | |
| SNoResetting=SNoRe2020.09 | 60.5 | |
| FastGCN2026.03 | 58.86 | |
| GCN2026.03 | 52.41 | |
| Randomsetting=Random2020.09 | 50.5 | |
| PPRSsetting=PPRS2020.09 | 50.5 | |
| AS-GCN2026.03 | 50.03 | |
| LPsetting=Label Propagation2020.09 | 33.3 |