Multimodal Recommendation on Amazon Baby (test)
7.11Recall@10SPUMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPUMR2026.01 | 7.11 | 10.73 | 3.85 | 4.77 | |
| MAGNETview_mode=Dual-view, Venue=Ours2026.02 | 7.03 | 10.76 | 3.73 | 4.78 | |
| MAGNETview_mode=Single-view, Venue=Ours2026.02 | 6.94 | 10.62 | 3.75 | 4.73 | |
| CLEAR2026.03 | 6.87 | 10.45 | 3.64 | 4.56 | |
| SOILVenue=MM'242026.02 | 6.8 | 10.28 | 3.65 | 4.54 | |
| SMOREVenue=WSDM'252026.02 | 6.8 | 10.35 | 3.65 | 4.57 | |
| MENTORVenue=AAAI'252026.02 | 6.78 | 10.48 | 3.62 | 4.5 | |
| GUMEVenue=CIKM'242026.02 | 6.73 | 10.42 | 3.65 | 4.6 | |
| ITCoHD-MRecVenue=TOIS'252026.02 | 6.67 | 10.16 | 3.61 | 4.51 | |
| MIG-GT2026.01 | 6.65 | 10.21 | 3.61 | 4.52 | |
| MIG-GTVenue=AAAI'252026.02 | 6.65 | 10.21 | 3.61 | 4.52 | |
| CRANEModel Category=Multimodal Model2026.01 | 6.53 | 10.21 | 3.62 | 4.58 | |
| DA-MRS2026.01 | 6.5 | 9.94 | 3.46 | 4.35 | |
| CMDLVenue=TOIS'252026.02 | 6.49 | 9.1 | 3.14 | 3.93 | |
| MENTOR2026.03 | 6.48 | 10.35 | 3.49 | 4.48 | |
| LGMRec2026.01 | 6.44 | 10.02 | 3.49 | 4.4 | |
| LGMRecModel Category=Multimodal Model2026.01 | 6.44 | 10.02 | 3.49 | 4.4 | |
| LGMRec2026.03 | 6.44 | 10.02 | 3.49 | 4.4 | |
| DGAVEModel Category=Multimodal Model2026.01 | 6.36 | 10.09 | 3.4 | 4.36 | |
| LPIC2026.01 | 6.34 | 9.77 | 3.37 | 4.22 | |
| LPICModel Category=Multimodal Model2026.01 | 6.34 | 9.77 | 3.37 | 4.22 | |
| FREEDOM2026.01 | 6.27 | 9.92 | 3.3 | 4.24 | |
| FREEDOMModel Category=Multimodal Model2026.01 | 6.27 | 9.92 | 3.3 | 4.24 | |
| FREEDOMVenue=MM'232026.02 | 6.27 | 9.92 | 3.3 | 4.24 | |
| FREEDOM2026.03 | 6.27 | 9.92 | 3.3 | 4.24 | |
| MGCNVenue=MM'232026.02 | 6.2 | 9.64 | 3.39 | 4.27 | |
| MGCN2026.03 | 6.2 | 9.64 | 3.39 | 4.27 | |
| MMSSL2026.03 | 6.13 | 9.71 | 3.26 | 4.2 | |
| GRE-MCmultimodal=true, missing-modality-aware=true2026.05 | 5.84 | 9.21 | 3.16 | 4.03 | |
| BM32026.01 | 5.64 | 8.83 | 3.01 | 3.83 | |
| BM32026.03 | 5.64 | 8.83 | 3.01 | 3.83 | |
| BeFA2026.01 | 5.55 | 8.84 | 2.99 | 3.83 | |
| MoDiCFmultimodal=true, missing-modality-aware=true2026.05 | 5.51 | 8.76 | 2.95 | 3.78 | |
| MIG-GTmultimodal=true, missing-modality-aware=false2026.05 | 5.48 | 8.65 | 2.86 | 3.74 | |
| LATTICEModel Category=Multimodal Model2026.01 | 5.47 | 8.5 | 2.92 | 3.7 | |
| LATTICE2026.03 | 5.47 | 8.5 | 2.92 | 3.7 | |
| LATTICEVenue=MM'212026.02 | 5.36 | 8.58 | 2.87 | 3.7 | |
| DRAGONmultimodal=true, missing-modality-aware=false2026.05 | 5.36 | 8.7 | 2.89 | 3.75 | |
| SLMRecmultimodal=true, missing-modality-aware=false2026.05 | 5.31 | 7.73 | 2.93 | 3.55 | |
| LayerGCN2026.03 | 5.29 | 8.2 | 2.81 | 3.55 | |
| SLMRec2026.03 | 5.29 | 7.75 | 2.9 | 3.53 | |
| VAE-AUR2026.01 | 5.28 | 8.34 | 2.87 | 3.69 | |
| SLMRecModel Category=Multimodal Model2026.01 | 5.21 | 7.72 | 2.89 | 3.54 | |
| PGLmultimodal=true, missing-modality-aware=false2026.05 | 5.15 | 8.21 | 2.73 | 3.52 | |
| Imputedmultimodal=true, missing-modality-aware=true2026.05 | 5.13 | 8.29 | 2.76 | 3.58 | |
| OrdRec2026.01 | 5.09 | 7.98 | 2.66 | 3.47 | |
| BM3multimodal=true, missing-modality-aware=false2026.05 | 4.99 | 8.01 | 2.62 | 3.39 | |
| MILKmultimodal=true, missing-modality-aware=true2026.05 | 4.81 | 8.28 | 2.15 | 2.97 | |
| LightGCN2026.01 | 4.79 | 7.54 | 2.57 | 3.28 | |
| LightGCNModel Category=General Model2026.01 | 4.79 | 7.54 | 2.57 | 3.28 | |
| LightGCNVenue=SIGIR'202026.02 | 4.79 | 7.54 | 2.57 | 3.28 | |
| LightGCN2026.03 | 4.79 | 7.54 | 2.57 | 3.28 | |
| LightGCNmultimodal=false, missing-modality-aware=false2026.05 | 4.79 | 7.54 | 2.57 | 3.28 | |
| FREEDOMmultimodal=true, missing-modality-aware=false2026.05 | 4.6 | 7.51 | 2.41 | 3.15 | |
| DualGNN2026.03 | 4.48 | 7.16 | 2.4 | 3.09 | |
| VBPR2026.01 | 4.23 | 6.63 | 2.23 | 2.84 | |
| VBPRModel Category=Multimodal Model2026.01 | 4.23 | 6.63 | 2.23 | 2.84 | |
| VBPR2026.03 | 4.23 | 6.63 | 2.23 | 2.84 | |
| MMGCNModel Category=Multimodal Model2026.01 | 4.21 | 6.6 | 2.2 | 2.82 | |
| MMGCN2026.01 | 3.78 | 6.15 | 2 | 2.61 | |
| MMGCN2026.03 | 3.78 | 6.15 | 2 | 2.61 | |
| MF-BPR2026.01 | 3.57 | 5.75 | 1.92 | 2.49 | |
| BPRModel Category=General Model2026.01 | 3.57 | 5.75 | 1.92 | 2.49 | |
| BPRVenue=UAI'092026.02 | 3.57 | 5.75 | 1.92 | 2.49 | |
| MF-BPR2026.03 | 3.57 | 5.75 | 1.92 | 2.49 | |
| BPRmultimodal=false, missing-modality-aware=false2026.05 | 3.57 | 5.75 | 1.92 | 2.49 |