Sequential Recommendation on Home
3.64Recall@10PRISM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRISMBase Model=InDiRec2026.01 | 3.64 | 5.01 | 2.35 | 2.72 | |
| HM4SR2026.01 | 3.33 | 4.61 | 1.91 | 2.27 | |
| REARM2026.01 | 3.31 | 4.58 | 2.06 | 2.31 | |
| InDiRec2026.01 | 3.3 | 4.52 | 2.02 | 2.32 | |
| DGMRec2026.01 | 3.27 | 4.55 | 2.1 | 2.43 | |
| TedRec2026.01 | 3.05 | 4.31 | 1.74 | 2.08 | |
| DiffuRec2026.01 | 2.78 | 3.69 | 1.85 | 2.08 | |
| PRISMBase Model=STOSA2026.01 | 2.61 | 3.98 | 1.68 | 1.93 | |
| PAMD2026.01 | 2.45 | 3.4 | 1.48 | 1.56 | |
| MMSBR2026.01 | 2.38 | 3.31 | 1.42 | 1.52 | |
| MMMLP2026.01 | 2.37 | 3.27 | 1.45 | 1.49 | |
| PRISMBase Model=SASRec2026.01 | 2.21 | 3.09 | 1.16 | 1.39 | |
| UniSRec2026.01 | 1.98 | 2.86 | 1.21 | 1.29 | |
| STOSA2026.01 | 1.69 | 2.64 | 0.98 | 1.13 | |
| SASRec2026.01 | 1.68 | 2.49 | 0.81 | 0.99 | |
| LightGCN2026.01 | 1.61 | 2.43 | 0.77 | 1.03 | |
| VBPR2026.01 | 1.59 | 2.56 | 0.74 | 0.95 | |
| BERT4Rec2026.01 | 1.56 | 2.38 | 0.73 | 1.01 |