Top-K Recommendation on Beauty (test)
15.09Recall@20SaFeAU
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SaFeAUMethod Category=Ours2026.05 | 15.09 | — | — | 10.66 | 5.99 | 7.15 | |
| TalosBackbone=MF, Training target K=202026.01 | 14.99 | 22.05 | 26.2 | — | — | — | |
| TalosBackbone=MF, Training target K=802026.01 | 14.85 | 22.13 | 26.74 | — | — | — | |
| TalosBackbone=MF, Training target K=502026.01 | 14.84 | 22.18 | 26.37 | — | — | — | |
| LightGODEMethod Category=MF-based2026.05 | 14.51 | — | — | 10.14 | 5.63 | 6.81 | |
| FourierKAN-GCFMethod Category=GCN-based2026.05 | 14.33 | — | — | 9.95 | 5.65 | 6.77 | |
| PSLBackbone=MF2026.01 | 14.32 | 21.84 | 26.25 | — | — | — | |
| SimGCFMethod Category=GCN-based2026.05 | 14.29 | — | — | 9.98 | 5.61 | 6.75 | |
| GraphAUMethod Category=GCN-based2026.05 | 14.27 | — | — | 9.92 | 5.61 | 6.73 | |
| AdvInfoNCEBackbone=MF2026.01 | 14.09 | 21.6 | 26.21 | — | — | — | |
| SLBackbone=MF2026.01 | 14.03 | 21.63 | 26.17 | — | — | — | |
| BSLBackbone=MF2026.01 | 14.01 | 21.59 | 26.17 | — | — | — | |
| DirectAUMethod Category=MF-based2026.05 | 13.9 | — | — | 9.83 | 5.59 | 6.65 | |
| LightCCFMethod Category=MF-based2026.05 | 13.62 | — | — | 9.97 | 5.7 | 6.74 | |
| SmoothI@KBackbone=MF2026.01 | 13.52 | 20.41 | 24.54 | — | — | — | |
| LLPAUCBackbone=MF2026.01 | 13.36 | 20.47 | 24.43 | — | — | — | |
| LightGCNMethod Category=GCN-based2026.05 | 12.27 | — | — | 8.43 | 4.63 | 5.63 | |
| BPR-MFMethod Category=MF-based2026.05 | 11.61 | — | — | 7.9 | 4.29 | 5.26 | |
| AATPBackbone=MF2026.01 | 10.77 | 18.5 | 23.71 | — | — | — | |
| RS@KBackbone=MF2026.01 | 6.69 | 9.89 | 12.23 | — | — | — |