Multi-label node classification on HumLoc node split (6:2:2)
73.22Macro AUCGCN+LIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCN+LIPBackbone=GCN, Multi-label processing=LIP2026.07 | 73.22 | 25.18 | |
| VariMul2026.07 | 67.42 | 23.34 | |
| GCN+AutoBackbone=GCN, Multi-label processing=Auto2026.07 | 66.07 | 21.58 | |
| LARN2026.07 | 61.48 | 17.89 | |
| ML-GCN2026.07 | 60.79 | 14.55 | |
| GCN+PLAINBackbone=GCN, Multi-label processing=PLAIN2026.07 | 60.15 | 14.71 | |
| LANC2026.07 | 59.63 | 13.26 | |
| GCN+ML-KNNBackbone=GCN, Multi-label processing=ML-KNN2026.07 | 57.99 | 11.76 | |
| MLGW2026.07 | 56.92 | 10.54 | |
| Node2vec+CCBackbone=Node2vec, Multi-label processing=CC2026.07 | 54.81 | 11.53 | |
| Node2vec+BRBackbone=Node2vec, Multi-label processing=BR2026.07 | 54.17 | 10.67 |