Recommendation on Alibaba-iFashion
5.71Recall@10SimGCF(I)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SimGCF(I)signal_processing=performing FSS on the low-frequency JGCF2025.12 | 5.71 | — | — | 3.1 | 8.48 | 3.8 | |
| SimGCF(III)signal_processing=performing FSS and SF on the high-frequency JGCF2025.12 | 5.7 | — | — | 3.11 | 8.38 | 3.79 | |
| JGCF*signal_filtering=low and high frequency signals considered; mid-frequency signals removed2025.12 | 5.59 | — | — | 3.03 | 8.23 | 3.7 | |
| LightGCN2025.12 | 4.77 | — | — | 2.55 | 7.2 | 3.16 | |
| RGCF2025.12 | 4.5 | — | — | 2.49 | 6.74 | 3.05 | |
| DGCF2025.12 | 4.47 | — | — | 2.41 | 6.77 | 2.99 | |
| GTN2025.12 | 4.06 | — | — | 2.17 | 6.25 | 2.72 | |
| NGCF2025.12 | 3.82 | — | — | 1.98 | 6.15 | 2.57 | |
| DirectAU2025.12 | 3.19 | — | — | 1.66 | 4.84 | 2.07 | |
| BPR2025.12 | 3.03 | — | — | 1.61 | 4.67 | 2.03 | |
| NeuMF2025.12 | 1.82 | — | — | 0.92 | 3.02 | 1.23 | |
| CKAN2022.04 | — | 9.7 | 5.09 | — | — | — | |
| CKE2022.04 | — | 11.03 | 6.76 | — | — | — | |
| HAKG2022.04 | — | 13.19 | 8.48 | — | — | — | |
| Hyper-know2022.04 | — | 10.57 | 6.48 | — | — | — | |
| KGAT2022.04 | — | 10.3 | 6.27 | — | — | — | |
| KGIN2022.04 | — | 11.47 | 7.16 | — | — | — | |
| KGNN-LS2022.04 | — | 10.39 | 5.57 | — | — | — | |
| LKGR2022.04 | — | 10.33 | 6.12 | — | — | — | |
| MF2022.04 | — | 10.95 | 6.7 | — | — | — | |
| UGRec2022.04 | — | 10.06 | 6.21 | — | — | — |