Table 3 Performace comparison with SOTA models.
From: Unlocking latent features of users and items: empowering multi-modal recommendation systems
Model | Clothing | Sports | Baby | ||||||
|---|---|---|---|---|---|---|---|---|---|
R@20 | P@20 | NDCG@20 | R@20 | P@20 | NDCG@20 | R@20 | P@20 | NDCG@20 | |
MF (UAI’09) | 0.0191 | 0.0010 | 0.0088 | 0.0430 | 0.0023 | 0.0202 | 0.0440 | 0.0024 | 0.0200 |
NGCF (AAAI’16) | 0.0387 | 0.0020 | 0.0168 | 0.0695 | 0.0037 | 0.0318 | 0.0591 | 0.0032 | 0.0261 |
LightGCN (SIGIR’20) | 0.0470 | 0.0024 | 0.0215 | 0.0782 | 0.0042 | 0.0369 | 0.0698 | 0.0037 | 0.0319 |
VBPR (AAAI’16) | 0.0481 | 0.0024 | 0.0205 | 0.0582 | 0.0031 | 0.0265 | 0.0486 | 0.0026 | 0.0213 |
MMGCN (MM’19) | 0.0501 | 0.0024 | 0.0221 | 0.0638 | 0.0034 | 0.0279 | 0.0640 | 0.0032 | 0.0284 |
GRCN (MM’20) | 0.0631 | 0.0032 | 0.0276 | 0.0833 | 0.0044 | 0.0377 | 0.0754 | 0.0040 | 0.0336 |
SLMRec (TMM’22) | 0.0675 | 0.0034 | 0.0303 | 0.0853 | 0.0044 | 0.0402 | 0.0810 | 0.0042 | 0.0357 |
BM3 (WWW’23) | 0.0625 | 0.0032 | 0.0280 | 0.0910 | 0.0045 | 0.0438 | 0.0801 | 0.0041 | 0.0351 |
HCFaa (TKDD’25) | 0.0461 | 0.0029 | 0.0253 | 0.0678 | 0.0040 | 0.0376 | 0.0561 | 0.0038 | 0.0302 |
Ours | 0.0766 | 0.0039 | 0.0320 | 0.0914 | 0.0048 | 0.0425 | 0.0909 | 0.0048 | 0.0372 |
