Multimodal Recommendation on Arts, Crafts & Sewing
6.62Hit Rate @20PerPEFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerPEFTPEFT Backbone=LoRA2026.02 | 6.62 | 8.64 | 2.76 | 3.17 | |
| PerPEFTPEFT Backbone=(IA)32026.02 | 6.56 | 8.5 | 2.67 | 3.11 | |
| PerPEFTPEFT Backbone=IISAN2026.02 | 6.37 | 8.17 | 2.59 | 2.98 | |
| Global PEFTPEFT Backbone=(IA)32026.02 | 6.24 | 8.16 | 2.59 | 3 | |
| Group-level 2PEFT Backbone=(IA)32026.02 | 6.17 | 8.02 | 2.52 | 2.94 | |
| User-level 1PEFT Backbone=(IA)32026.02 | 6.09 | 8.06 | 2.49 | 2.92 | |
| Group-level 1PEFT Backbone=(IA)32026.02 | 6.07 | 7.98 | 2.49 | 2.92 | |
| User-level 2PEFT Backbone=LoRA2026.02 | 6.05 | 7.91 | 2.43 | 2.82 | |
| User-level 1PEFT Backbone=LoRA2026.02 | 6.03 | 7.92 | 2.44 | 2.83 | |
| Global PEFTPEFT Backbone=IISAN2026.02 | 6.02 | 7.89 | 2.46 | 2.85 | |
| Global PEFTPEFT Backbone=LoRA2026.02 | 6.01 | 7.81 | 2.42 | 2.81 | |
| Group-level 1PEFT Backbone=LoRA2026.02 | 5.98 | 7.87 | 2.44 | 2.82 | |
| Group-level 2PEFT Backbone=LoRA2026.02 | 5.96 | 7.94 | 2.45 | 2.88 | |
| User-level 2PEFT Backbone=IISAN2026.02 | 5.86 | 7.82 | 2.41 | 2.75 | |
| Group-level 1PEFT Backbone=IISAN2026.02 | 5.74 | 7.46 | 2.32 | 2.67 | |
| User-level 2PEFT Backbone=(IA)32026.02 | 5.68 | 7.64 | 2.32 | 2.71 | |
| User-level 1PEFT Backbone=IISAN2026.02 | 5.65 | 7.63 | 2.29 | 2.71 | |
| Group-level 2PEFT Backbone=IISAN2026.02 | 5.64 | 7.38 | 2.27 | 2.64 | |
| Frozen MMPEFT Backbone=N/A2026.02 | 4.87 | 6.42 | 1.89 | 2.21 | |
| w/o MMPEFT Backbone=N/A2026.02 | 3.91 | 5.2 | 1.48 | 1.76 |