Sequential Recommendation on Beauty (HR/NDCG@5, 10, 20)
14.03Hit Rate @ 20TV-Rec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TV-Rec2025.10 | 14.03 | 7.21 | 10.17 | 5.13 | 6.08 | 7.05 | |
| BSARec2025.10 | 13.93 | 7.14 | 9.9 | 5.01 | 5.9 | 6.91 | |
| AdaMCT2025.10 | 12.99 | 6.75 | 9.25 | 4.89 | 5.69 | 6.64 | |
| DuoRec2025.10 | 12.79 | 6.8 | 9.44 | 4.85 | 5.7 | 6.54 | |
| LRURec2025.10 | 11.97 | 6.48 | 8.89 | 4.72 | 5.49 | 6.27 | |
| NextItNet2025.10 | 11 | 5.49 | 7.79 | 3.92 | 4.67 | 5.47 | |
| BERT4Rec2025.10 | 10.79 | 4.91 | 7.42 | 3.18 | 3.99 | 4.84 | |
| FMLPRec2025.10 | 9.49 | 4.23 | 6.39 | 2.72 | 3.41 | 4.19 | |
| SASRec2025.10 | 8.6 | 3.68 | 5.74 | 2.41 | 3.07 | 3.79 | |
| GRU4Rec2025.10 | 4.99 | 1.7 | 3.07 | 1.05 | 1.49 | 1.98 | |
| Caser2025.10 | 4.16 | 1.49 | 2.53 | 0.89 | 1.22 | 1.64 | |
| TV-Rec2025.10 | 0.1403 | — | — | — | — | 0.0705 | |
| TV-Recruns=10, hyperparameters=best2025.10 | 0.1375 | 0.0706 | 0.0997 | 0.05 | 0.0594 | 0.0689 | |
| BSARecruns=10, hyperparameters=best2025.10 | 0.1352 | 0.0694 | 0.0978 | 0.0496 | 0.0587 | 0.0681 | |
| MVCrec2026.04 | 0.1275 | 0.0647 | 0.0924 | 0.046 | 0.0548 | 0.0637 | |
| ReAdBackbone=DuoRec2026.04 | 0.1243 | 0.0582 | 0.0874 | 0.0386 | 0.0481 | 0.0573 | |
| RaSeRec2026.04 | 0.1221 | 0.057 | 0.0865 | 0.0369 | 0.0461 | 0.0554 | |
| MCLRec2026.04 | 0.1212 | 0.0563 | 0.0869 | 0.0344 | 0.0446 | 0.0539 | |
| GCL4SR2025.10 | 0.1206 | — | — | — | — | 0.0601 | |
| ICSRec2026.04 | 0.1198 | 0.054 | 0.0841 | 0.0338 | 0.0435 | 0.0525 | |
| DuoRec2026.04 | 0.1184 | 0.0538 | 0.0825 | 0.034 | 0.0433 | 0.0523 | |
| MCLrec2026.04 | 0.1166 | 0.0564 | 0.0837 | 0.0388 | 0.0476 | 0.056 | |
| DCrec2026.04 | 0.1145 | 0.0614 | 0.0846 | 0.0439 | 0.0513 | 0.0588 | |
| CL4rec2026.04 | 0.1068 | 0.0516 | 0.0749 | 0.0354 | 0.0428 | 0.0509 | |
| GC-SAN2025.10 | 0.1059 | — | — | — | — | 0.0546 | |
| ICLRec2026.04 | 0.1059 | 0.0498 | 0.0741 | 0.0331 | 0.0405 | 0.0488 | |
| CoSeRec2026.04 | 0.1031 | 0.0506 | 0.0726 | 0.0339 | 0.041 | 0.0488 | |
| CL4SRec2026.04 | 0.0985 | 0.0471 | 0.0654 | 0.0273 | 0.035 | 0.041 | |
| ReAdBackbone=SASRec2026.04 | 0.0978 | 0.0439 | 0.0696 | 0.0286 | 0.0369 | 0.0439 | |
| SASRec2026.04 | 0.0944 | 0.0466 | 0.0656 | 0.0311 | 0.0372 | 0.0444 | |
| S3-Rec2026.04 | 0.0937 | 0.0395 | 0.0619 | 0.0251 | 0.0323 | 0.0403 | |
| BERT4Rec2026.04 | 0.0935 | 0.0439 | 0.0643 | 0.0291 | 0.0356 | 0.043 | |
| TTA2026.04 | 0.0921 | 0.0416 | 0.0629 | 0.0266 | 0.0329 | 0.0419 | |
| SRGNN2026.04 | 0.091 | 0.0433 | 0.062 | 0.0304 | 0.0364 | 0.0437 | |
| SASRec2026.04 | 0.0877 | 0.0377 | 0.0598 | 0.0237 | 0.0308 | 0.0378 | |
| SR-GNN2025.10 | 0.0847 | — | — | — | — | 0.0374 | |
| BERT4Rec2026.04 | 0.0789 | 0.034 | 0.0526 | 0.0222 | 0.0282 | 0.0349 | |
| LightGCN2026.04 | 0.0695 | 0.0262 | 0.0433 | 0.0165 | 0.022 | 0.0286 | |
| MCLSR2026.04 | 0.0639 | 0.0275 | 0.041 | 0.0189 | 0.0233 | 0.029 | |
| BPRMF2026.04 | 0.0614 | 0.0235 | 0.0397 | 0.0143 | 0.0195 | 0.025 | |
| GRU4Rec2026.04 | 0.0499 | 0.0206 | 0.0325 | 0.0127 | 0.0166 | 0.0209 | |
| GRU4rec2026.04 | 0.0446 | 0.0166 | 0.0273 | 0.0108 | 0.0142 | 0.0186 | |
| Caser2026.04 | 0.0267 | 0.0107 | 0.0174 | 0.0068 | 0.0089 | 0.0113 |