Multimodal Recommendation on Amazon Baby
3.93Recall@10TimeMM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimeMM2026.04 | 3.93 | 6.02 | 1.95 | 2.48 | |
| AlignRec2026.04 | 3.46 | 5.69 | 1.67 | 2.23 | |
| SMORE2026.04 | 3.36 | 5.5 | 1.69 | 2.23 | |
| MMIL2026.04 | 3.32 | 5.47 | 1.62 | 2.15 | |
| FITMM2026.04 | 3.28 | 5.63 | 1.63 | 2.18 | |
| SLMRec2026.04 | 3.14 | 4.9 | 1.6 | 2.04 | |
| FREEDOM2026.04 | 3.1 | 5.13 | 1.49 | 2.01 | |
| LATTICE2026.04 | 3.06 | 5.11 | 1.58 | 2.09 | |
| BM32026.04 | 2.82 | 4.63 | 1.42 | 1.88 | |
| GRCN2026.04 | 2.74 | 4.68 | 1.37 | 1.85 | |
| LightGCN2026.04 | 2.15 | 3.42 | 1.12 | 1.44 | |
| VBPR2026.04 | 2.04 | 3.39 | 1 | 1.34 | |
| MMGCN2026.04 | 1.98 | 3.31 | 0.97 | 1.3 | |
| BPR2026.04 | 1.95 | 3.32 | 0.93 | 1.27 | |
| MAILModel Category=ID-free multimodal recommendation models2026.05 | 0.1305 | — | 0.0956 | — | |
| IDFREEModel Category=ID-free multimodal recommendation models2026.05 | 0.1147 | — | 0.0772 | — | |
| DuGRecModel Category=ID-based multimodal recommendation models2026.05 | 0.0734 | — | 0.0402 | — | |
| SSRModel Category=ID-based multimodal recommendation models2026.05 | 0.0728 | — | 0.0395 | — | |
| SiMGRModel Category=ID-based multimodal recommendation models2026.05 | 0.0702 | — | 0.0382 | — | |
| LETTERModel Category=ID-based multimodal recommendation models2026.05 | 0.0693 | — | 0.0369 | — | |
| SRGFormerModel Category=ID-based multimodal recommendation models2026.05 | 0.0681 | — | 0.0369 | — | |
| SMOREModel Category=ID-based multimodal recommendation models2026.05 | 0.068 | — | 0.0365 | — | |
| COHESIONModel Category=ID-based multimodal recommendation models2026.05 | 0.068 | — | 0.0354 | — | |
| PGLModel Category=ID-based multimodal recommendation models2026.05 | 0.0676 | — | 0.0354 | — | |
| LGMRecModel Category=ID-based multimodal recommendation models2026.05 | 0.0639 | — | 0.0337 | — | |
| DimCLModel Category=Traditional recommendation models2026.05 | 0.0532 | — | 0.0286 | — | |
| LightGCNModel Category=Traditional recommendation models2026.05 | 0.0479 | — | 0.0257 | — | |
| MF-BPRModel Category=Traditional recommendation models2026.05 | 0.0357 | — | 0.0192 | — |