Sequential Recommendation on ML 1M (test)
32.94HR@10HSTU-large
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HSTU-largeModel variant=large, Setting=multi-pass, full-shuffle2024.02 | 32.94 | 59.35 | 78.39 | 18.93 | 27.71 | — | — | — | — | — | |
| MARS-MBackbone=Mamba, Seeds=52026.06 | 32.8 | — | — | — | — | — | — | — | 18.8 | 14.52 | |
| MARSBackbone selection=Selected by Avg Seq Length2026.06 | 32.8 | — | — | — | — | — | — | — | 18.8 | 14.52 | |
| SIGMA2026.06 | 31.79 | — | — | — | — | — | — | — | 18.63 | 14.6 | |
| Echo2026.06 | 31.04 | — | — | — | — | — | — | — | 18 | 14.03 | |
| HSTUModel variant=base, Setting=multi-pass, full-shuffle2024.02 | 30.97 | 57.54 | 77.16 | 17.2 | 26.06 | — | — | — | — | — | |
| Mamba4Rec2026.06 | 30.28 | — | — | — | — | — | — | — | 17.72 | 13.88 | |
| SASRec2026.06 | 29.62 | — | — | — | — | — | — | — | 16.61 | 12.65 | |
| GRU4Rec2026.06 | 29.37 | — | — | — | — | — | — | — | 16.9 | 13.1 | |
| NARM2026.06 | 29.37 | — | — | — | — | — | — | — | 16.58 | 12.67 | |
| MARS-TBackbone=Transformer, Seeds=52026.06 | 29.04 | — | — | — | — | — | — | — | 16.39 | 12.52 | |
| SASRec (2023)Model Version=2023, Setting=multi-pass, full-shuffle2024.02 | 28.53 | 54.74 | 75.28 | 16.03 | 24.98 | — | — | — | — | — | |
| FEARec2026.06 | 28.05 | — | — | — | — | — | — | — | 15.63 | 11.86 | |
| TiSASRec2026.06 | 24.9 | — | — | — | — | — | — | — | 13.42 | 9.93 | |
| BERT4Rec2026.06 | 23.11 | — | — | — | — | — | — | — | 11.87 | 8.48 | |
| CORE2026.06 | 15.55 | — | — | — | — | — | — | — | 6.79 | 4.18 | |
| BERT4Rec2026.03 | — | — | — | 16.377 | — | 19.118 | 30.894 | 41.738 | — | — | |
| EulerFormer2026.03 | — | — | — | 16.016 | — | 18.937 | 29.257 | 40.368 | — | — | |
| GRU4Rec2026.03 | — | — | — | 15.943 | — | 18.735 | 28.317 | 39.378 | — | — | |
| HSTU2026.03 | — | — | — | 18.607 | — | 21.118 | 31.349 | 41.298 | — | — | |
| HyenaRec2026.03 | — | — | — | 20.007 | — | 22.878 | 33.471 | 44.858 | — | — | |
| LRURec2026.03 | — | — | — | 19.065 | — | 21.767 | 32.402 | 43.118 | — | — | |
| NARM2026.03 | — | — | — | 15.31 | — | 17.774 | 27.29 | 37.066 | — | — | |
| SASRec2026.03 | — | — | — | 18.293 | — | 21.232 | 31.441 | 43.084 | — | — |