Multimodal Recommendation on Toys & Games
4.81H@20PerPEFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerPEFTPEFT Backbone=(IA)32026.02 | 4.81 | 6.2 | 2.01 | 2.3 | |
| PerPEFTPEFT Backbone=LoRA2026.02 | 4.79 | 6.15 | 1.97 | 2.25 | |
| PerPEFTPEFT Backbone=IISAN2026.02 | 4.7 | 6.1 | 1.95 | 2.24 | |
| Global PEFTPEFT Backbone=(IA)32026.02 | 4.58 | 5.96 | 1.89 | 2.19 | |
| Global PEFTPEFT Backbone=IISAN2026.02 | 4.5 | 5.97 | 1.89 | 2.15 | |
| User-level 1PEFT Backbone=(IA)32026.02 | 4.41 | 5.86 | 1.82 | 2.13 | |
| Group-level 1PEFT Backbone=(IA)32026.02 | 4.37 | 5.75 | 1.8 | 2.11 | |
| Group-level 2PEFT Backbone=(IA)32026.02 | 4.36 | 5.87 | 1.87 | 2.18 | |
| User-level 1PEFT Backbone=LoRA2026.02 | 4.27 | 5.67 | 1.74 | 2.04 | |
| Group-level 1PEFT Backbone=IISAN2026.02 | 4.27 | 5.49 | 1.75 | 2.03 | |
| Group-level 2PEFT Backbone=LoRA2026.02 | 4.26 | 5.64 | 1.75 | 2.06 | |
| Group-level 1PEFT Backbone=LoRA2026.02 | 4.24 | 5.64 | 1.76 | 2.07 | |
| User-level 2PEFT Backbone=IISAN2026.02 | 4.23 | 5.54 | 1.75 | 2.04 | |
| Global PEFTPEFT Backbone=LoRA2026.02 | 4.19 | 5.67 | 1.71 | 2.02 | |
| User-level 2PEFT Backbone=LoRA2026.02 | 4.13 | 5.46 | 1.67 | 1.91 | |
| Group-level 2PEFT Backbone=IISAN2026.02 | 4.05 | 5.38 | 1.68 | 1.97 | |
| User-level 2PEFT Backbone=(IA)32026.02 | 3.95 | 5.38 | 1.69 | 1.95 | |
| User-level 1PEFT Backbone=IISAN2026.02 | 3.75 | 4.97 | 1.54 | 1.84 | |
| Frozen MMPEFT Backbone=N/A2026.02 | 3.24 | 4.34 | 1.31 | 1.55 | |
| w/o MMPEFT Backbone=N/A2026.02 | 2.27 | 3.04 | 0.91 | 1.05 |