Recommendation on Food (K=10, K=20 Metrics)
11.078Recall@10FedCRF
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FedCRFdomain_type=federated2026.04 | 11.078 | 6.708 | 16.105 | 8.193 | — | — | — | |
| GWCDRdomain_type=cross-domain2026.04 | 8.763 | 5.416 | 13.358 | 6.855 | — | — | — | |
| XSimGCLdomain_type=single-domain2026.04 | 8.614 | 5.134 | 13.049 | 6.472 | — | — | — | |
| MITransdomain_type=cross-domain2026.04 | 8.555 | 4.999 | 13.008 | 6.307 | — | — | — | |
| SRTransdomain_type=cross-domain2026.04 | 8.354 | 4.853 | 13.053 | 6.232 | — | — | — | |
| LightGCNdomain_type=single-domain2026.04 | 8.191 | 4.992 | 12.058 | 6.159 | — | — | — | |
| FFMSRdomain_type=federated2026.04 | 6.939 | 4.358 | 12.793 | 6.264 | — | — | — | |
| FedDCSRdomain_type=federated2026.04 | 6.741 | 4.263 | 12.486 | 6.112 | — | — | — | |
| NGCFdomain_type=single-domain2026.04 | 5.706 | 3.519 | 9.263 | 4.584 | — | — | — | |
| CARD_Squantization=scaled logistic/logit-based non-uniform2026.04 | 0.0853 | 0.0462 | 0.1238 | 0.0559 | — | 0.0547 | 0.0364 | |
| CARD_Kquantization=Kumaraswamy-based non-uniform2026.04 | 0.0819 | 0.0428 | 0.1212 | 0.0527 | — | 0.052 | 0.0333 | |
| MACRec2026.04 | 0.0779 | 0.041 | 0.1137 | 0.0486 | — | 0.0492 | 0.0322 | |
| MQL4GRec2026.04 | 0.0697 | 0.0369 | 0.1023 | 0.0448 | — | 0.0445 | 0.0289 | |
| LETTER2026.04 | 0.0683 | 0.0362 | 0.1004 | 0.0439 | — | 0.0437 | 0.0283 | |
| VQ-Rec2026.04 | 0.0646 | 0.0351 | 0.0982 | 0.0426 | — | 0.0423 | 0.0275 | |
| TIGER2026.04 | 0.0617 | 0.0327 | 0.0891 | 0.0397 | — | 0.0394 | 0.0256 | |
| SASRec2026.04 | 0.0596 | 0.0286 | 0.0874 | 0.0361 | — | 0.0386 | 0.0239 | |
| HGN2026.04 | 0.0575 | 0.0302 | 0.0829 | 0.0367 | — | 0.0364 | 0.0237 | |
| GRU4Rec2026.04 | 0.054 | 0.028 | 0.0849 | 0.0358 | — | 0.0345 | 0.0218 | |
| BERT4Rec2026.04 | 0.0523 | 0.0264 | 0.0806 | 0.034 | — | 0.0325 | 0.0209 |