Sequential Recommendation on Yelp (HR/NDCG @5, 10, 20)
4.72HR@10TV-Rec
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TV-Recruns=10, hyperparameters=best2025.10 | 4.72 | 2.84 | 7.59 | 1.79 | 2.4 | 3.12 | |
| DuoRecruns=10, hyperparameters=best2025.10 | 4.53 | 2.68 | 7.33 | 1.7 | 2.3 | 3 | |
| PFSR2026.03 | 0.4679 | 0.3325 | — | 0.2685 | 0.3112 | — | |
| LRURec2026.03 | 0.4493 | 0.3196 | — | 0.2395 | 0.2967 | — | |
| DuoRec2026.03 | 0.4385 | 0.3214 | — | 0.2574 | 0.2869 | — | |
| ContraRec2026.03 | 0.4228 | 0.3031 | — | 0.2145 | 0.2509 | — | |
| EchoMamba4Rec2026.03 | 0.4154 | 0.2947 | — | 0.1964 | 0.2451 | — | |
| IOCRec2026.03 | 0.3941 | 0.2875 | — | 0.2077 | 0.2432 | — | |
| SURGE2026.03 | 0.3803 | 0.2723 | — | 0.1901 | 0.227 | — | |
| CoSeRec2026.03 | 0.3746 | 0.2648 | — | 0.1865 | 0.2228 | — | |
| SASRec2026.03 | 0.3691 | 0.2607 | — | 0.1834 | 0.2193 | — | |
| MVCrec2026.04 | 0.0811 | 0.0597 | 0.1107 | 0.0447 | 0.0515 | 0.0589 | |
| UFRec2026.05 | 0.08 | — | — | — | 0.0426 | — | |
| MCLrec2026.04 | 0.0751 | 0.0531 | 0.1076 | 0.038 | 0.045 | 0.0532 | |
| FENRec2026.05 | 0.0735 | — | — | — | 0.0394 | — | |
| LightGCN2026.04 | 0.073 | 0.0502 | 0.106 | 0.0357 | 0.043 | 0.0513 | |
| MCLSR2026.04 | 0.0714 | 0.0491 | 0.1025 | 0.0342 | 0.0414 | 0.0492 | |
| ICSRec2026.05 | 0.0711 | — | — | — | 0.0381 | — | |
| DuoRec2026.05 | 0.0702 | — | — | — | 0.0378 | — | |
| LRD2026.05 | 0.0698 | — | — | — | 0.0358 | — | |
| RCL2025.04 | 0.0675 | 0.0481 | — | 0.0358 | 0.0418 | — | |
| LLM-ESR2026.05 | 0.0672 | — | — | — | 0.0367 | — | |
| DCrec2026.04 | 0.0654 | 0.0478 | 0.0913 | 0.0374 | 0.0431 | 0.0496 | |
| HPM2025.04 | 0.0651 | 0.0461 | — | 0.0335 | 0.0399 | — | |
| MCLRec2025.04 | 0.0647 | 0.0454 | — | 0.0332 | 0.0394 | — | |
| CL4rec2026.04 | 0.0642 | 0.0447 | 0.0938 | 0.0328 | 0.0391 | 0.0466 | |
| ContraRec2025.04 | 0.0618 | 0.0439 | — | 0.0333 | 0.0388 | — | |
| CT4Rec2025.04 | 0.0617 | 0.0433 | — | 0.0307 | 0.0356 | — | |
| DuoRec2025.04 | 0.0614 | 0.0429 | — | 0.0324 | 0.0383 | — | |
| S3-Rec2026.05 | 0.0608 | — | — | — | 0.0337 | — | |
| CoSeRec2026.05 | 0.0608 | — | — | — | 0.0306 | — | |
| ICLRec2026.05 | 0.0596 | — | — | — | 0.0322 | — | |
| CL4SRec2026.05 | 0.0581 | — | — | — | 0.0312 | — | |
| BERT4Rec2026.05 | 0.058 | — | — | — | 0.0316 | — | |
| SASRec2026.05 | 0.0571 | — | — | — | 0.0306 | — | |
| BERT4Rec2026.04 | 0.0562 | 0.0419 | 0.08 | 0.0337 | 0.0383 | 0.0443 | |
| SASRec2026.04 | 0.0551 | 0.0409 | 0.0778 | 0.0331 | 0.0377 | 0.0434 | |
| BPRMF2026.04 | 0.0512 | 0.0336 | 0.0812 | 0.0223 | 0.028 | 0.0355 | |
| SRGNN2026.04 | 0.0431 | 0.0269 | 0.0673 | 0.018 | 0.0232 | 0.0293 | |
| Caser2026.05 | 0.0389 | — | — | — | 0.0212 | — | |
| GRU4Rec2026.05 | 0.0364 | — | — | — | 0.0172 | — | |
| CL4SRec2025.04 | 0.0342 | 0.0233 | — | 0.0122 | 0.0151 | — | |
| SASRec2025.04 | 0.0268 | 0.0155 | — | 0.0103 | 0.0133 | — | |
| GRU4rec2026.04 | 0.0218 | 0.0134 | 0.0371 | 0.0082 | 0.0109 | 0.0147 | |
| Caser2026.04 | 0.0092 | 0.006 | 0.0138 | 0.0043 | 0.0053 | 0.0065 | |
| BBDRec2025.07 | — | — | 0.0753 | — | — | 0.0302 | |
| BERT4Rec2025.07 | — | — | 0.0407 | — | — | 0.0152 | |
| CORE2025.07 | — | — | 0.0235 | — | — | 0.0088 | |
| DiffuRec2025.07 | — | — | 0.0673 | — | — | 0.026 | |
| DreamRec2025.07 | — | — | 0.0077 | — | — | 0.0025 | |
| EulerFormer2025.07 | — | — | 0.0644 | — | — | 0.0243 | |
| FEARec2025.07 | — | — | 0.0301 | — | — | 0.0108 | |
| GC-SAN2025.10 | — | — | 0.0635 | — | — | 0.026 | |
| GCL4SR2025.10 | — | — | 0.0684 | — | — | 0.0276 | |
| GRU4Rec2025.07 | — | — | 0.0638 | — | — | 0.0254 | |
| LightSANs2025.07 | — | — | 0.0372 | — | — | 0.0148 | |
| SASRec2025.07 | — | — | 0.0669 | — | — | 0.0253 | |
| SdifRec2025.07 | — | — | 0.0107 | — | — | 0.0041 | |
| SR-GNN2025.10 | — | — | 0.0609 | — | — | 0.0252 | |
| SVAE2025.07 | — | — | 0.0192 | — | — | 0.0078 | |
| TV-Rec2025.10 | — | — | 0.0777 | — | — | 0.0321 |