Sequential Recommendation on MovieLens-1M (test)
82.45Hit@10SASRec
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SASRecblocks=2, latent dimension d=502018.08 | 82.45 | 59.05 | — | — | — | — | — | — | — | — | — | — | — | |
| Projector-Adapter StackSensitive attribute=G + A + O2026.03 | 81.67 | — | 56.08 | — | — | — | — | — | 72.28 | 0.17 | — | — | — | |
| Caser2018.08 | 78.86 | 55.38 | — | — | — | — | — | — | — | — | — | — | — | |
| FPMC2018.08 | 75.99 | 51.76 | — | — | — | — | — | — | — | — | — | — | — | |
| GRU4Rec*2018.08 | 75.01 | 55.13 | — | — | — | — | — | — | — | — | — | — | — | |
| FMC2018.08 | 69.86 | 46.76 | — | — | — | — | — | — | — | — | — | — | — | |
| UP5Sensitive attribute=Age (A)2026.03 | 67.7 | — | 31.23 | — | — | — | — | — | 51.18 | 2.91 | — | — | — | |
| UP5Sensitive attribute=Occupation (O)2026.03 | 67.45 | — | 31.66 | — | — | — | — | — | 50.73 | 0 | — | — | — | |
| Projector-Adapter StackSensitive attribute=Occupation (O)2026.03 | 65.22 | — | 38.58 | — | — | — | — | — | 54.02 | 1.7 | — | — | — | |
| Projector-Adapter StackSensitive attribute=Age (A)2026.03 | 65.13 | — | 38.16 | — | — | — | — | — | 53.61 | 0.6 | — | — | — | |
| Projector-Adapter StackSensitive attribute=Gender (G)2026.03 | 64.93 | — | 39.69 | — | — | — | — | — | 54.45 | 0.9 | — | — | — | |
| UP5Sensitive attribute=Gender (G)2026.03 | 64.38 | — | 26.82 | — | — | — | — | — | 45.18 | 4.19 | — | — | — | |
| TransRec2018.08 | 64.13 | 39.69 | — | — | — | — | — | — | — | — | — | — | — | |
| BPR2018.08 | 57.81 | 32.87 | — | — | — | — | — | — | — | — | — | — | — | |
| GRU4Rec2018.08 | 55.81 | 33.81 | — | — | — | — | — | — | — | — | — | — | — | |
| PopRec2018.08 | 43.29 | 23.77 | — | — | — | — | — | — | — | — | — | — | — | |
| HSTU + MoLBackbone=HSTU, Similarity=MoL2024.07 | 34.65 | — | 8.84 | 60.22 | 79.35 | 17.12 | — | — | — | — | — | — | — | |
| HSTU + MoL abl. LMIBackbone=HSTU, Similarity=MoL, Ablation=Without L_MI loss2024.07 | 34.17 | — | 8.47 | 60.11 | 79.42 | 16.62 | — | — | — | — | — | — | — | |
| HSTUBackbone=HSTU2024.07 | 33.32 | — | 7.5 | 59.56 | 78.24 | 15.79 | — | — | — | — | — | — | — | |
| SASRec + MoLBackbone=SASRec, Similarity=MoL2024.07 | 30.36 | — | 6.97 | 56.17 | 76.67 | 14.41 | — | — | — | — | — | — | — | |
| SASRecBackbone=SASRec2024.07 | 28.18 | — | 6.1 | 54.7 | 75.4 | 13.52 | — | — | — | — | — | — | — | |
| TIGER + OursCategory=Token-weighted GR2026.01 | 27.27 | 16.05 | — | — | — | — | 19.45 | 13.54 | — | — | — | — | — | |
| TIGER + PosCategory=Token-weighted GR2026.01 | 26.87 | 15.66 | — | — | — | — | 18.68 | 13.02 | — | — | — | — | — | |
| TIGER + CFTCategory=Token-weighted GR2026.01 | 26.65 | 15.53 | — | — | — | — | 18.76 | 12.99 | — | — | — | — | — | |
| TIGERCategory=Token-weighted GR2026.01 | 26.48 | 15.3 | — | — | — | — | 18.59 | 12.75 | — | — | — | — | — | |
| TIGER + RankCategory=Token-weighted GR2026.01 | 26.44 | 15.28 | — | — | — | — | 18.41 | 12.68 | — | — | — | — | — | |
| FLAME2026.04 | 26.26 | 14.43 | — | — | — | — | 17.55 | 11.63 | — | — | 37.05 | 17.14 | — | |
| TIGER + IGDCategory=Token-weighted GR2026.01 | 26.17 | 15.34 | — | — | — | — | 18.78 | 12.96 | — | — | — | — | — | |
| FamouSRec2026.04 | 24.08 | 13.25 | — | — | — | — | 16.1 | 10.68 | — | — | 34.1 | 15.77 | — | |
| DHEN2026.04 | 23.89 | 13.13 | — | — | — | — | 15.97 | 10.57 | — | — | 33.92 | 15.64 | — | |
| DuoRec2026.04 | 23.86 | 12.99 | — | — | — | — | 15.73 | 10.36 | — | — | 33.14 | 15.34 | — | |
| CL4SRec2026.04 | 23.46 | 12.77 | — | — | — | — | 15.81 | 10.31 | — | — | 33.07 | 15.21 | — | |
| MCLRec2026.04 | 23.46 | 12.95 | — | — | — | — | 15.99 | 10.53 | — | — | 32.91 | 15.33 | — | |
| CT4Rec2026.04 | 23.44 | 12.96 | — | — | — | — | 15.91 | 10.53 | — | — | 33.25 | 15.43 | — | |
| EMKD2026.04 | 23.14 | 12.2 | — | — | — | — | 14.65 | 9.47 | — | — | 32.61 | 14.97 | — | |
| BERT4Rec2026.04 | 21.97 | 11.64 | — | — | — | — | 14.16 | 9.14 | — | — | 31.71 | 14.09 | — | |
| FMLPRec2026.04 | 21.51 | 11.65 | — | — | — | — | 14.21 | 9.32 | — | — | 30.75 | 13.98 | — | |
| SASRec2026.04 | 19.55 | 10.55 | — | — | — | — | 12.8 | 8.36 | — | — | 27.73 | 12.6 | — | |
| SASRecCategory=Traditional2026.01 | 19.02 | 9.04 | — | — | — | — | 11.08 | 6.48 | — | — | — | — | — | |
| GRU4Rec2026.04 | 18.75 | 9.82 | — | — | — | — | 12.28 | 8.13 | — | — | 26.63 | 12.2 | — | |
| GRU4RecCategory=Traditional2026.01 | 18.06 | 8.35 | — | — | — | — | 9.93 | 5.74 | — | — | — | — | — | |
| Caser2026.04 | 15.39 | 8.57 | — | — | — | — | 10.61 | 7.04 | — | — | 21.42 | 10.09 | — | |
| GRU4Recselection=best model2026.03 | — | — | 6.77 | — | — | — | — | — | — | — | 38.74 | — | — | |
| HSTU2026.05 | — | 12.15 | — | — | — | — | — | — | — | — | — | — | — | |
| ID-LAST2026.05 | — | 6.86 | — | — | — | — | — | — | — | — | — | — | — | |
| ID+SEM2026.05 | — | 7.09 | — | — | — | — | — | — | — | — | — | — | — | |
| LETTER2026.05 | — | 12.08 | — | — | — | — | — | — | — | — | — | — | — | |
| LightGCN2026.05 | — | 4.32 | — | — | — | — | — | — | — | — | — | — | — | |
| SASRec2026.05 | — | 14.21 | — | — | — | — | — | — | — | — | — | — | — | |
| SEM-NN2026.05 | — | 2.99 | — | — | — | — | — | — | — | — | — | — | — | |
| SR-GNN2026.05 | — | 8.48 | — | — | — | — | — | — | — | — | — | — | — | |
| TGH-12026.05 | — | 9.25 | — | — | — | — | — | — | — | — | — | — | — | |
| TGH-22026.05 | — | 9.39 | — | — | — | — | — | — | — | — | — | — | — | |
| TIGER2026.05 | — | 9.98 | — | — | — | — | — | — | — | — | — | — | — |