Multimodal Recommendation on Baby (Ranking Metrics)
7.57Recall@10MM-GF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MM-GF2025.03 | 7.57 | 11.09 | 4.32 | 5.22 | |
| FITMMscenario=cold-start, user_interactions=<= 52026.01 | 7.52 | 11.09 | 4.13 | 5.03 | |
| DRAGONIntegration Strategy=VI-MMRec-O2025.12 | 6.99 | — | 3.68 | — | |
| DRAGONIntegration Strategy=VI-MMRec-S2025.12 | 6.89 | — | 3.59 | — | |
| SMOREscenario=cold-start, user_interactions=<= 52026.01 | 6.87 | 10.19 | 3.81 | 4.64 | |
| SMORE + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 6.84 | 10.37 | 3.79 | 4.69 | |
| LGMRecIntegration Strategy=VI-MMRec-O2025.12 | 6.81 | — | 3.53 | — | |
| DiffMMIntegration Strategy=VI-MMRec-O2025.12 | 6.78 | — | 3.51 | — | |
| MMILscenario=cold-start, user_interactions=<= 52026.01 | 6.72 | 10.14 | 3.77 | 4.63 | |
| LGMRecIntegration Strategy=VI-MMRec-S2025.12 | 6.71 | — | 3.48 | — | |
| DiffMMIntegration Strategy=VI-MMRec-S2025.12 | 6.67 | — | 3.43 | — | |
| FREEDOMIntegration Strategy=VI-MMRec-O2025.12 | 6.63 | — | 3.51 | — | |
| DRAGONIntegration Strategy=Baseline2025.12 | 6.62 | — | 3.45 | — | |
| FREEDOMIntegration Strategy=VI-MMRec-S2025.12 | 6.53 | — | 3.43 | — | |
| SMOREModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 6.47 | 10.07 | 3.55 | 4.48 | |
| LGMRecIntegration Strategy=Baseline2025.12 | 6.47 | — | 3.33 | — | |
| DiffMMIntegration Strategy=Baseline2025.12 | 6.43 | — | 3.32 | — | |
| FREEDOM + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 6.41 | 10.01 | 3.41 | 4.33 | |
| MGCN + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 6.27 | 9.46 | 3.43 | 4.25 | |
| FREEDOMIntegration Strategy=Baseline2025.12 | 6.27 | — | 3.3 | — | |
| FREEDOM2025.03 | 6.27 | 9.92 | 3.3 | 4.24 | |
| FREEDOMModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 6.24 | 9.77 | 3.26 | 4.17 | |
| MGCN2025.03 | 6.2 | 9.64 | 3.39 | 4.27 | |
| MGCNModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 6.13 | 9.39 | 3.28 | 4.12 | |
| LATTICEscenario=cold-start, user_interactions=<= 52026.01 | 5.7 | 8.27 | 2.98 | 3.62 | |
| SLMRecIntegration Strategy=VI-MMRec-O2025.12 | 5.65 | — | 3.08 | — | |
| BM32025.03 | 5.64 | 8.83 | 3.01 | 3.83 | |
| LATTICE + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 5.62 | 8.52 | 3.01 | 3.76 | |
| SLMRecIntegration Strategy=VI-MMRec-S2025.12 | 5.54 | — | 3.03 | — | |
| BM3scenario=cold-start, user_interactions=<= 52026.01 | 5.49 | 8.45 | 2.88 | 3.63 | |
| LATTICE2025.03 | 5.47 | 8.5 | 2.92 | 3.7 | |
| GRCN2025.03 | 5.39 | 8.33 | 2.88 | 3.63 | |
| LATTICEModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 5.37 | 8.37 | 2.89 | 3.66 | |
| FREEDOMscenario=cold-start, user_interactions=<= 52026.01 | 5.35 | 8.8 | 2.97 | 3.84 | |
| SLMRecIntegration Strategy=Baseline2025.12 | 5.29 | — | 2.9 | — | |
| GRCNscenario=cold-start, user_interactions=<= 52026.01 | 5.1 | 7.7 | 2.68 | 3.33 | |
| DualGNNIntegration Strategy=VI-MMRec-O2025.12 | 4.85 | — | 2.62 | — | |
| LightGCN2025.03 | 4.79 | 7.54 | 2.57 | 3.28 | |
| DualGNNIntegration Strategy=VI-MMRec-S2025.12 | 4.73 | — | 2.56 | — | |
| DualGNNIntegration Strategy=Baseline2025.12 | 4.48 | — | 2.4 | — | |
| VBPRModel type=MF-based model, Modality-level Rectification (MR)=false2026.01 | 4.28 | 6.65 | 2.26 | 2.87 | |
| VBPR + MRModel type=MF-based model, Modality-level Rectification (MR)=true2026.01 | 4.28 | 6.58 | 2.31 | 2.91 | |
| VBPR2025.03 | 4.23 | 6.63 | 2.23 | 2.84 | |
| MMGCNIntegration Strategy=VI-MMRec-O2025.12 | 4.12 | — | 2.16 | — | |
| MMGCNIntegration Strategy=VI-MMRec-S2025.12 | 4.01 | — | 2.11 | — | |
| MMGCNIntegration Strategy=Baseline2025.12 | 3.78 | — | 2 | — | |
| BM3Time=1h27m2025.03 | — | — | — | 3.83 | |
| GRCNTime=3h8m2025.03 | — | — | — | 3.63 | |
| LATTICETime=2h19m2025.03 | — | — | — | 3.7 | |
| MGCNTime=13m33s2025.03 | — | — | — | 4.27 | |
| MM-GFTime=8.1s2025.03 | — | — | — | 5.22 |