Multimodal Recommendation on Beauty & Personal Care
4.33Hit Rate @20PerPEFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerPEFTPEFT Backbone=(IA)32026.02 | 4.33 | 5.7 | 1.78 | 2.06 | |
| Global PEFTPEFT Backbone=IISAN2026.02 | 4.31 | 5.71 | 1.74 | 2.05 | |
| PerPEFTPEFT Backbone=IISAN2026.02 | 4.3 | 5.69 | 1.77 | 2.07 | |
| PerPEFTPEFT Backbone=LoRA2026.02 | 4.27 | 5.58 | 1.74 | 2.01 | |
| Global PEFTPEFT Backbone=(IA)32026.02 | 4.25 | 5.61 | 1.73 | 2.03 | |
| User-level 1PEFT Backbone=(IA)32026.02 | 4.25 | 5.55 | 1.76 | 2.02 | |
| User-level 1PEFT Backbone=LoRA2026.02 | 4.19 | 5.52 | 1.68 | 1.95 | |
| Group-level 1PEFT Backbone=IISAN2026.02 | 4.17 | 5.39 | 1.68 | 1.95 | |
| Group-level 1PEFT Backbone=(IA)32026.02 | 4.16 | 5.47 | 1.71 | 1.99 | |
| Global PEFTPEFT Backbone=LoRA2026.02 | 4.15 | 5.52 | 1.72 | 2.02 | |
| Group-level 2PEFT Backbone=LoRA2026.02 | 4.14 | 5.47 | 1.7 | 1.98 | |
| Group-level 2PEFT Backbone=(IA)32026.02 | 4.14 | 5.48 | 1.71 | 2 | |
| Group-level 2PEFT Backbone=IISAN2026.02 | 4.14 | 5.34 | 1.72 | 1.97 | |
| Group-level 1PEFT Backbone=LoRA2026.02 | 4.13 | 5.45 | 1.65 | 1.94 | |
| User-level 2PEFT Backbone=LoRA2026.02 | 4.03 | 5.43 | 1.66 | 1.94 | |
| User-level 2PEFT Backbone=IISAN2026.02 | 4.03 | 5.42 | 1.67 | 1.95 | |
| User-level 1PEFT Backbone=IISAN2026.02 | 3.81 | 5.06 | 1.52 | 1.78 | |
| User-level 2PEFT Backbone=(IA)32026.02 | 3.64 | 5.2 | 1.62 | 1.89 | |
| Frozen MMPEFT Backbone=N/A2026.02 | 3.6 | 4.66 | 1.45 | 1.67 | |
| w/o MMPEFT Backbone=N/A2026.02 | 2.6 | 3.47 | 1.12 | 1.35 |