Multimodal Recommendation on Sports & Outdoors
4.82H@20PerPEFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerPEFTPEFT Backbone=LoRA2026.02 | 4.82 | 6.24 | 2.05 | 2.36 | |
| PerPEFTPEFT Backbone=(IA)32026.02 | 4.82 | 6.3 | 2.01 | 2.32 | |
| PerPEFTPEFT Backbone=IISAN2026.02 | 4.81 | 6.22 | 2 | 2.31 | |
| Global PEFTPEFT Backbone=IISAN2026.02 | 4.77 | 6.13 | 2.01 | 2.3 | |
| Global PEFTPEFT Backbone=LoRA2026.02 | 4.64 | 5.97 | 1.94 | 2.22 | |
| Group-level 2PEFT Backbone=(IA)32026.02 | 4.58 | 5.99 | 1.93 | 2.23 | |
| Group-level 2PEFT Backbone=LoRA2026.02 | 4.56 | 5.94 | 1.92 | 2.21 | |
| Global PEFTPEFT Backbone=(IA)32026.02 | 4.55 | 5.97 | 1.9 | 2.21 | |
| User-level 2PEFT Backbone=LoRA2026.02 | 4.51 | 5.86 | 1.9 | 2.19 | |
| Group-level 1PEFT Backbone=(IA)32026.02 | 4.51 | 5.95 | 1.91 | 2.21 | |
| User-level 1PEFT Backbone=LoRA2026.02 | 4.48 | 5.96 | 1.86 | 2.18 | |
| User-level 1PEFT Backbone=(IA)32026.02 | 4.45 | 5.92 | 1.89 | 2.2 | |
| Group-level 1PEFT Backbone=LoRA2026.02 | 4.44 | 5.89 | 1.87 | 2.18 | |
| Group-level 1PEFT Backbone=IISAN2026.02 | 4.43 | 5.72 | 1.84 | 2.12 | |
| User-level 1PEFT Backbone=IISAN2026.02 | 4.41 | 5.84 | 1.83 | 2.16 | |
| User-level 2PEFT Backbone=(IA)32026.02 | 4.39 | 5.74 | 1.81 | 2.11 | |
| User-level 2PEFT Backbone=IISAN2026.02 | 4.39 | 5.79 | 1.82 | 2.15 | |
| Group-level 2PEFT Backbone=IISAN2026.02 | 4.38 | 5.67 | 1.84 | 2.12 | |
| Frozen MMPEFT Backbone=N/A2026.02 | 4.11 | 5.38 | 1.71 | 1.99 | |
| w/o MMPEFT Backbone=N/A2026.02 | 2.79 | 3.76 | 1.08 | 1.29 |