Model hyper-parameters are reported in the following table.
| model | feature | epoch | lr | emb_size | batch_num |
|---|---|---|---|---|---|
| GNN-CL | profile | 60 | 0.001 | 128 | 128 |
| GCNFN | content | 100 | 0.001 | 128 | 128 |
| BiGCN | bert | 50 | 0.001 | 128 | 128 |
| UPFD-GAT | bert | 50 | 0.001 | 128 | 128 |
| UPFD-GCN | spacy, profile | 60 | 0.001 | 128 | 128 |
| UPFD-GCN | bert | 100 | 0.001 | 128 | 128 |
| UPFD-SAGE | profile | 70 | 0.01 | 128 | 128 |
| UPFD-SAGE | spacy | 45 | 0.01 | 128 | 128 |
| UPFD-SAGE | bert | 30 | 0.01 | 128 | 128 |
| UPFD-GCNFN | profile | 80 | 0.001 | 128 | 128 |
| UPFD-GCNFN | spacy | 50 | 0.001 | 128 | 128 |
| UPFD-GCNFN | bert | 60 | 0.001 | 128 | 128 |
| model | feature | epoch | lr | emb_size | batch_num |
|---|---|---|---|---|---|
| GNN-CL | profile | 40 | 0.001 | 128 | 128 |
| GCNFN | content | 50 | 0.001 | 128 | 128 |
| BiGCN | bert | 35 | 0.001 | 128 | 128 |
| UPFD-GAT | bert | 30 | 0.001 | 128 | 128 |
| UPFD-GCN | profile | 50 | 0.01 | 128 | 128 |
| UPFD-GCN | spacy, bert | 50 | 0.001 | 128 | 128 |
| UPFD-SAGE | profile | 50 | 0.01 | 128 | 128 |
| UPFD-SAGE | spacy bert | 80 | 0.001 | 128 | 128 |
| UPFD-GCNFN | profile, spacy, bert | 50 | 0.001 | 128 | 128 |