Recommendation on Book
16.62Recall@20CW
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CWBackbone=LightGCN2026.01 | 16.62 | 13.06 | |
| CWBackbone=XSimGCL2026.01 | 16.55 | 13.06 | |
| CWBackbone=MF2026.01 | 16.34 | 12.98 | |
| SL@KBackbone=LightGCN2026.01 | 16.25 | 12.8 | |
| SL@KBackbone=XSimGCL2026.01 | 16.24 | 12.77 | |
| SL@KBackbone=MF2026.01 | 16.12 | 12.69 | |
| PSLBackbone=LightGCN2026.01 | 15.75 | 12.33 | |
| PSLBackbone=XSimGCL2026.01 | 15.71 | 12.28 | |
| PSLBackbone=MF2026.01 | 15.69 | 12.27 | |
| AdvInfoNCEBackbone=LightGCN2026.01 | 15.68 | 11.77 | |
| BSLBackbone=LightGCN2026.01 | 15.68 | 12.2 | |
| AdvInfoNCEBackbone=XSimGCL2026.01 | 15.68 | 11.79 | |
| SLBackbone=LightGCN2026.01 | 15.67 | 12.2 | |
| BSLBackbone=MF2026.01 | 15.63 | 12.12 | |
| SLBackbone=MF2026.01 | 15.59 | 12.1 | |
| AdvInfoNCEBackbone=MF2026.01 | 15.57 | 11.72 | |
| BSLBackbone=XSimGCL2026.01 | 15.5 | 12.07 | |
| SLBackbone=XSimGCL2026.01 | 15.49 | 12.07 | |
| LLPAUCBackbone=XSimGCL2026.01 | 13.63 | 10.08 | |
| BPRBackbone=XSimGCL2026.01 | 12.69 | 9.05 | |
| LLPAUCBackbone=MF2026.01 | 11.5 | 8.11 | |
| LLPAUCBackbone=LightGCN2026.01 | 11.47 | 8.1 | |
| BPRBackbone=LightGCN2026.01 | 9.84 | 6.78 | |
| BPRBackbone=MF2026.01 | 6.65 | 4.53 | |
| AlphaFree2026.03 | 6.46 | 8.5 | |
| AlphaRec2026.03 | 6.21 | 8.37 | |
| FISM-BPR2026.03 | 4.94 | 6.01 | |
| LightGCN2026.03 | 3.02 | 4.23 |