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ResearchFormerly WizWand

Multimodal Recommendation on Pet

14.51Recall@10MAIL
3.03886.01698.99511.9731Dec 9, 2025Jan 4, 2026Jan 31, 2026Feb 27, 2026Mar 25, 2026Apr 21, 2026May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MAILModel Category=ID-free multimodal recommendation models2026.0514.519.48
IDFREEModel Category=ID-free multimodal recommendation models2026.0513.548.76
DuGRecModel Category=ID-based multimodal recommendation models2026.0512.356.96
SSRModel Category=ID-based multimodal recommendation models2026.0512.216.79
DRAGONIntegration Strategy=VI-MMRec-O2025.1212.16.64
DRAGONIntegration Strategy=VI-MMRec-S2025.1211.936.52
LETTERModel Category=ID-based multimodal recommendation models2026.0511.936.62
SiMGRModel Category=ID-based multimodal recommendation models2026.0511.856.63
PGLModel Category=ID-based multimodal recommendation models2026.0511.756.44
DRAGONIntegration Strategy=Baseline2025.1211.516.3
FREEDOMIntegration Strategy=VI-MMRec-O2025.1211.436.26
SMOREModel Category=ID-based multimodal recommendation models2026.0511.346.26
COHESIONModel Category=ID-based multimodal recommendation models2026.0511.326.19
FREEDOMIntegration Strategy=VI-MMRec-S2025.1211.276.16
LGMRecIntegration Strategy=VI-MMRec-O2025.1211.236.19
DiffMMIntegration Strategy=VI-MMRec-O2025.1211.216.16
DiffMMIntegration Strategy=VI-MMRec-S2025.1211.056.07
LGMRecIntegration Strategy=VI-MMRec-S2025.1211.046.1
SRGFormerModel Category=ID-based multimodal recommendation models2026.0510.996.13
FREEDOMIntegration Strategy=Baseline2025.1210.865.95
DiffMMIntegration Strategy=Baseline2025.1210.65.82
LGMRecIntegration Strategy=Baseline2025.1210.575.84
LGMRecModel Category=ID-based multimodal recommendation models2026.0510.575.84
SLMRecIntegration Strategy=VI-MMRec-O2025.1210.385.64
SLMRecIntegration Strategy=VI-MMRec-S2025.1210.225.56
DualGNNIntegration Strategy=VI-MMRec-O2025.129.855.48
SLMRecIntegration Strategy=Baseline2025.129.765.33
DualGNNIntegration Strategy=VI-MMRec-S2025.129.635.34
DualGNNIntegration Strategy=Baseline2025.129.025.03
MMGCNIntegration Strategy=VI-MMRec-O2025.127.123.76
MMGCNIntegration Strategy=VI-MMRec-S2025.126.893.66
MMGCNIntegration Strategy=Baseline2025.126.193.29
DimCLModel Category=Traditional recommendation models2026.055.482.26
LightGCNModel Category=Traditional recommendation models2026.054.952.95
MF-BPRModel Category=Traditional recommendation models2026.053.481.92