Multimodal Recommendation on Electronics
0.048Recall@10MAGNET (Dual-view)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAGNET (Dual-view)Venue=Ours2026.02 | 0.048 | 0.0716 | 0.0266 | 0.0329 | |
| MAGNET (Single-view)Venue=Ours2026.02 | 0.0466 | 0.0702 | 0.0269 | 0.0331 | |
| GUMEVenue=CIKM'242026.02 | 0.0458 | 0.068 | 0.0253 | 0.031 | |
| SOILVenue=MM'242026.02 | 0.0454 | 0.0677 | 0.025 | 0.0304 | |
| MGCNVenue=MM'232026.02 | 0.0442 | 0.065 | 0.0246 | 0.0302 | |
| MENTORVenue=AAAI'252026.02 | 0.0439 | 0.0655 | 0.0244 | 0.03 | |
| SMORE + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 0.0437 | 0.065 | 0.0244 | 0.0299 | |
| ITCoHD-MRecVenue=TOIS'252026.02 | 0.0427 | 0.0637 | 0.0237 | 0.0292 | |
| MGCNModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 0.0418 | 0.0619 | 0.0234 | 0.0287 | |
| MGCN + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 0.0418 | 0.0619 | 0.0234 | 0.0287 | |
| SMOREModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 0.04 | 0.0648 | 0.0247 | 0.0301 | |
| FREEDOM + MRModel type=GNN-based model, Modality-level Rectification (MR)=true2026.01 | 0.0397 | 0.0602 | 0.0218 | 0.0271 | |
| FREEDOMVenue=MM'232026.02 | 0.0382 | 0.0588 | 0.0209 | 0.0262 | |
| FREEDOMModel type=GNN-based model, Modality-level Rectification (MR)=false2026.01 | 0.0377 | 0.0577 | 0.0207 | 0.0259 | |
| BPRVenue=UAI'092026.02 | 0.0372 | 0.0557 | 0.0208 | 0.0256 | |
| LightGCNVenue=SIGIR'202026.02 | 0.0363 | 0.054 | 0.0204 | 0.025 | |
| CMDLVenue=TOIS'252026.02 | 0.0338 | 0.057 | 0.0214 | 0.026 | |
| VBPR + MRModel type=MF-based model, Modality-level Rectification (MR)=true2026.01 | 0.0299 | 0.0465 | 0.0161 | 0.0204 | |
| VBPRModel type=MF-based model, Modality-level Rectification (MR)=false2026.01 | 0.0281 | 0.0434 | 0.0152 | 0.0192 |