The results are obtained on the dataset of FilmTrust.
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| BUIR | 291 | NULL | 0.08579 | 0.8377 | 0.6072 | 0.8084 |
| BUIR_Egress | 000 | [0000,0000,0000] | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| BUIR_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| BUIR_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| BUIR_NonConcat | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| BUIR_NonConcat_Egress | 000 | NULL | 0.00000 | 0.04371 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| LightGCN | 276 | NULL | 0.08761 | 0.8538 | 0.6157 | 0.8255 |
| LightGCN_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| LightGCN_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| LightGCN_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| LightGCN_NonConcat | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| LightGCN_NonConcat_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| SGL | 121 | NULL | 0.08849 | 0.8576 | 0.629 | 0.8337 |
| SGL_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SGL_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SGL_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SGL_NonConcat | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SGL_NonConcat_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| SimGCL | 1 | NULL | 0.02685 | 0.3136 | 0.1668 | 0.253 |
| SimGCL_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SimGCL_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SimGCL_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| SimGCL_NonConcat | 000 | NULL | 0.00000 | 0.07248 | 0.00000 | 0.00000 |
| SimGCL_NonConcat_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| XSimGCL | 1 | NULL | 0.06827 | 0.6585 | 0.4854 | 0.6433 |
| XSimGCL_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| XSimGCL_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| XSimGCL_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| XSimGCL_NonConcat | 000 | NULL | 0.00000 | 0.07277 | 0.00000 | 0.00000 |
| XSimGCL_NonConcat_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| MixGCF | 173 | NULL | 0.08454 | 0.832 | 0.6115 | 0.7966 |
| MixGCF_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| MixGCF_Weight | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| MixGCF_Weight_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| MixGCF_NonConcat | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| MixGCF_NonConcat_Egress | 000 | NULL | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
| Model | Best Epoch | Best Weight | Precision@20 | Recall@20 | NDCG@20 | Hit Ratio@20 |
|---|---|---|---|---|---|---|
| NCL | - | NULL | - | - | - | - |
| NCL_Egress | - | NULL | - | - | - | - |
| NCL_Weight | - | NULL | - | - | - | - |
| NCL_Weight_Egress | - | NULL | - | - | - | - |
| NCL_NonConcat | - | NULL | - | - | - | - |
| NCL_NonConcat_Egress | - | NULL | - | - | - | - |