Sequential Recommendation on Beauty (HR/NDCG@10, 20)
11.97HR@10WPGRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WPGRecprotocol=full-ranking2026.04 | 11.97 | 15.83 | 0.0742 | 0.0813 | |
| DGRecprotocol=full-ranking2026.04 | 10.85 | 14.86 | 0.0687 | 0.0771 | |
| TGSRecprotocol=full-ranking2026.04 | 10.79 | 14.81 | 0.0672 | 0.0745 | |
| SAERec2026.06 | 10.55 | 14.27 | 0.0643 | 0.0737 | |
| BSARecprotocol=full-ranking2026.04 | 9.83 | 13.37 | 0.0595 | 0.0686 | |
| FEARecprotocol=full-ranking2026.04 | 9.66 | 13.35 | 0.0581 | 0.0677 | |
| ICSRec2026.06 | 9.53 | 12.97 | 0.0576 | 0.0663 | |
| IRLLRec2026.06 | 9.18 | 13.28 | 0.0539 | 0.0682 | |
| WaveRecprotocol=full-ranking2026.04 | 8.94 | 12.71 | 0.0552 | 0.0679 | |
| SGLprotocol=full-ranking2026.04 | 8.51 | 9.98 | 0.0359 | 0.0471 | |
| DuoRec2026.06 | 8.51 | 12.28 | 0.0441 | 0.0536 | |
| FaveCategory=Generative-based Models2026.04 | 8.4834 | 11.9048 | 4.9744 | 5.8351 | |
| FMRecCategory=Generative-based Models2026.04 | 8.2693 | 11.626 | 4.9461 | 5.7876 | |
| FEARecRanking Protocol=Full-Catalog2026.06 | 8.13 | 11.32 | 0.0402 | 0.0482 | |
| DiffuRecCategory=Generative-based Models2026.04 | 7.8374 | 10.9358 | 4.6971 | 5.4784 | |
| TDPM2026.06 | 7.8 | 12.07 | 0.0413 | 0.052 | |
| IOCRec2026.06 | 7.74 | 11.46 | 0.0396 | 0.049 | |
| SRPFNRanking Protocol=Full-Catalog2026.06 | 7.61 | 12.06 | 0.0361 | 0.0472 | |
| ICLRec2026.06 | 7.44 | 10.58 | 0.0403 | 0.0483 | |
| BERT4Recprotocol=full-ranking2026.04 | 7.28 | 10.51 | 0.0387 | 0.0465 | |
| CoSeRec2026.06 | 7.25 | 10.34 | 0.0401 | 0.0487 | |
| AutoSeqRecCategory=Generative-based Models2026.04 | 7.1016 | 9.3342 | 4.0157 | 5.0133 | |
| DreamRecCategory=Generative-based Models2026.04 | 6.9821 | 9.4531 | 3.9769 | 4.986 | |
| SASRecRanking Protocol=Full-Catalog2026.06 | 6.82 | 10.03 | 0.0383 | 0.0464 | |
| LLMInit2026.06 | 6.76 | 10.33 | 0.0311 | 0.0401 | |
| TIGER2026.06 | 6.7 | 9.69 | 0.0369 | 0.0444 | |
| P52026.06 | 6.58 | 8.25 | 0.0423 | 0.0465 | |
| AlphaFuse2026.06 | 6.54 | 9.82 | 0.0304 | 0.0387 | |
| CL4SRec2026.06 | 6.42 | 9.74 | 0.0345 | 0.0428 | |
| SASRecCategory=Transformer-based Models2026.04 | 6.2648 | 8.9791 | 3.2305 | 3.6563 | |
| SASRec2026.06 | 6.24 | 8.94 | 0.0342 | 0.0386 | |
| DSSRec2026.06 | 6.16 | 8.94 | 0.0326 | 0.0399 | |
| STOSACategory=Transformer-based Models2026.04 | 6.1262 | 9.0954 | 3.2053 | 3.9491 | |
| SINE2026.06 | 6.12 | 9.16 | 0.0329 | 0.0384 | |
| BERT4Rec2026.06 | 6.01 | 9.84 | 0.03 | 0.0391 | |
| SASRec2026.06 | 5.96 | 8.76 | 0.032 | 0.039 | |
| FMLP-Rec2026.06 | 5.59 | 8.69 | 0.0291 | 0.0369 | |
| LC-Rec2026.06 | 5.52 | 8.21 | 0.0287 | 0.0355 | |
| BERT4Rec2026.06 | 5.48 | 8.02 | 0.0292 | 0.0356 | |
| UniSRec2026.06 | 5.47 | 8.77 | 0.0262 | 0.0345 | |
| PreferGrow2026.06 | 5.32 | 7.08 | 0.0358 | 0.0402 | |
| PreferDiff2026.06 | 4.34 | 5.77 | 0.0304 | 0.034 | |
| DDSR2026.06 | 4.34 | 6.08 | 0.0262 | 0.0306 | |
| BERT4RecCategory=Transformer-based Models2026.04 | 3.716 | 5.7922 | 1.8291 | 2.3541 | |
| Caser2026.06 | 3.42 | 6.43 | 0.0226 | 0.0298 | |
| S3-RecMIP2026.06 | 3.07 | 4.87 | 0.0153 | 0.0198 | |
| GRU4Rec2026.06 | 3.04 | 5.27 | 0.0147 | 0.0203 | |
| MoRec2026.06 | 2.97 | 5.51 | 0.0146 | 0.021 | |
| BPR2026.06 | 2.96 | 4.74 | 0.0147 | 0.0192 | |
| GRU4Rec2026.06 | 2.84 | 4.78 | 0.015 | 0.0186 | |
| CaserCategory=RNN/CNN-based Models2026.04 | 2.8166 | 4.4048 | 1.3602 | 1.7595 | |
| Caser2026.06 | 2.25 | 4.03 | 0.0108 | 0.0153 | |
| GRU4RecCategory=RNN/CNN-based Models2026.04 | 1.937 | 3.8531 | 0.9029 | 1.3804 |