Multimodal Recommendation on Sports Amazon (test)
8.21Recall@10MAGNET
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAGNETview_mode=Single-view, Venue=Ours2026.02 | 8.21 | 11.85 | 4.52 | 5.53 | |
| MAGNETview_mode=Dual-view, Venue=Ours2026.02 | 8.18 | 11.98 | 4.59 | 5.6 | |
| SPUMR2026.01 | 7.88 | 11.68 | 4.42 | 5.39 | |
| SOILVenue=MM'242026.02 | 7.86 | 11.55 | 4.35 | 5.3 | |
| GUMEVenue=CIKM'242026.02 | 7.78 | 11.65 | 4.27 | 5.27 | |
| MENTORVenue=AAAI'252026.02 | 7.63 | 11.39 | 4.09 | 5.11 | |
| SMOREVenue=WSDM'252026.02 | 7.62 | 11.42 | 4.08 | 5.06 | |
| MIG-GT2026.01 | 7.53 | 11.3 | 4.14 | 5.11 | |
| MIG-GTVenue=AAAI'252026.02 | 7.53 | 11.3 | 4.14 | 5.11 | |
| DA-MRS2026.01 | 7.51 | 11.25 | 4.02 | 4.98 | |
| CRANEModel Category=Multimodal Model2026.01 | 7.46 | 11.29 | 4.12 | 5.03 | |
| DGAVEModel Category=Multimodal Model2026.01 | 7.43 | 11.27 | 4.1 | 5.01 | |
| LPIC2026.01 | 7.37 | 11.13 | 3.98 | 4.85 | |
| LPICModel Category=Multimodal Model2026.01 | 7.37 | 11.13 | 3.98 | 4.85 | |
| ITCoHD-MRecVenue=TOIS'252026.02 | 7.37 | 11.05 | 3.99 | 4.94 | |
| MGCNVenue=MM'232026.02 | 7.29 | 11.06 | 3.97 | 4.96 | |
| CMDLVenue=TOIS'252026.02 | 7.27 | 11 | 3.92 | 4.73 | |
| LGMRec2026.01 | 7.2 | 10.68 | 3.9 | 4.8 | |
| LGMRecModel Category=Multimodal Model2026.01 | 7.2 | 10.68 | 3.9 | 4.8 | |
| FREEDOM2026.01 | 7.17 | 10.89 | 3.85 | 4.81 | |
| FREEDOMModel Category=Multimodal Model2026.01 | 7.17 | 10.89 | 3.85 | 4.81 | |
| FREEDOMVenue=MM'232026.02 | 7.17 | 10.89 | 3.85 | 4.81 | |
| GRE-MCmultimodal=true, missing-modality-aware=true2026.05 | 6.66 | 10.28 | 3.7 | 4.63 | |
| SLMRecModel Category=Multimodal Model2026.01 | 6.63 | 9.9 | 3.65 | 4.5 | |
| BM32026.01 | 6.56 | 9.8 | 3.55 | 4.38 | |
| MoDiCFmultimodal=true, missing-modality-aware=true2026.05 | 6.51 | 9.83 | 3.54 | 4.42 | |
| BeFA2026.01 | 6.49 | 9.85 | 3.46 | 4.32 | |
| SLMRecmultimodal=true, missing-modality-aware=false2026.05 | 6.46 | 9.74 | 3.46 | 4.27 | |
| MIG-GTmultimodal=true, missing-modality-aware=false2026.05 | 6.31 | 9.57 | 3.42 | 4.27 | |
| DRAGONmultimodal=true, missing-modality-aware=false2026.05 | 6.28 | 9.34 | 3.46 | 4.24 | |
| MILKmultimodal=true, missing-modality-aware=true2026.05 | 6.22 | 9.45 | 3.12 | 4.18 | |
| Imputedmultimodal=true, missing-modality-aware=true2026.05 | 6.21 | 9.68 | 3.3 | 4.37 | |
| LATTICEModel Category=Multimodal Model2026.01 | 6.2 | 9.53 | 3.35 | 4.21 | |
| VAE-AUR2026.01 | 6.18 | 9.34 | 3.31 | 4.21 | |
| LATTICEVenue=MM'212026.02 | 6.18 | 9.5 | 3.37 | 4.23 | |
| OrdRec2026.01 | 5.96 | 9.11 | 3.24 | 4.1 | |
| FREEDOMmultimodal=true, missing-modality-aware=false2026.05 | 5.94 | 8.98 | 3.26 | 4.05 | |
| BM3multimodal=true, missing-modality-aware=false2026.05 | 5.82 | 9.06 | 3.18 | 4.01 | |
| PGLmultimodal=true, missing-modality-aware=false2026.05 | 5.7 | 8.67 | 3.12 | 3.88 | |
| LightGCN2026.01 | 5.69 | 8.64 | 3.11 | 3.87 | |
| LightGCNModel Category=General Model2026.01 | 5.69 | 8.64 | 3.11 | 3.87 | |
| LightGCNVenue=SIGIR'202026.02 | 5.69 | 8.64 | 3.11 | 3.87 | |
| LightGCNmultimodal=false, missing-modality-aware=false2026.05 | 5.69 | 8.64 | 3.11 | 3.87 | |
| VBPR2026.01 | 5.58 | 8.56 | 3.07 | 3.84 | |
| VBPRModel Category=Multimodal Model2026.01 | 5.58 | 8.56 | 3.07 | 3.84 | |
| MF-BPR2026.01 | 4.32 | 6.53 | 2.41 | 2.98 | |
| BPRModel Category=General Model2026.01 | 4.32 | 6.53 | 2.41 | 2.98 | |
| BPRVenue=UAI'092026.02 | 4.32 | 6.53 | 2.41 | 2.98 | |
| BPRmultimodal=false, missing-modality-aware=false2026.05 | 4.32 | 6.53 | 2.41 | 2.98 | |
| MMGCNModel Category=Multimodal Model2026.01 | 4.01 | 6.36 | 2.09 | 2.7 | |
| MMGCN2026.01 | 3.7 | 6.05 | 1.93 | 2.54 |