Sequential Recommendation on ML-100K
13.29NDCG@20GrIT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GrIT2026.02 | 13.29 | 12.8 | 8.5 | 20.99 | 11.14 | 29.57 | — | — | |
| BSARec2026.02 | 12.98 | 12.07 | 7.88 | 20.31 | 10.5 | 30.2 | — | — | |
| LRURec2026.02 | 12.72 | 11.38 | 7.64 | 20.24 | 10.57 | 28.69 | — | — | |
| LinRec2026.02 | 11.3 | 10.52 | 6.53 | 17.58 | 8.81 | 27.65 | — | — | |
| FaveCategory=Generative-based Models2026.04 | 10.7879 | — | — | 15.8722 | 8.1968 | 26.134 | — | — | |
| FaveCategory=Flow-based2026.04 | 10.7879 | — | — | — | — | — | — | 43.48 | |
| FMRecCategory=Generative-based Models2026.04 | 9.8158 | — | — | 15.4934 | 7.6571 | 24.3146 | — | — | |
| FMRecCategory=Flow-based2026.04 | 9.8158 | — | — | — | — | — | — | 37.86 | |
| AutoSeqRecCategory=Generative-based Models2026.04 | 9.4584 | — | — | 14.6641 | 7.3955 | 22.8724 | — | — | |
| AutoSeqRecCategory=AutoML-based2026.04 | 9.4584 | — | — | — | — | — | — | 33.5 | |
| SASRecCategory=Transformer-based Models2026.04 | 8.634 | — | — | 13.5737 | 6.3427 | 22.6935 | — | — | |
| SASRecCategory=Transformer-based2026.04 | 8.634 | — | — | — | — | — | — | 88.66 | |
| BBDRec2025.07 | 8.4818 | — | — | — | — | 22.9676 | — | — | |
| GRU4RecCategory=RNN/CNN-based Models2026.04 | 8.4727 | — | — | 12.1951 | 6.0326 | 21.8451 | — | — | |
| STOSACategory=Transformer-based Models2026.04 | 8.3302 | — | — | 13.6542 | 5.2159 | 21.7761 | — | — | |
| DiffuRecCategory=Generative-based Models2026.04 | 8.0459 | — | — | 12.8501 | 6.4136 | 19.4127 | — | — | |
| DiffuRecCategory=Diffusion-based2026.04 | 8.0459 | — | — | — | — | — | — | 83.13 | |
| DreamRecCategory=Generative-based Models2026.04 | 7.8234 | — | — | 12.4377 | 5.9837 | 20.8357 | — | — | |
| EulerFormer2025.07 | 7.6313 | — | — | — | — | 19.3524 | — | — | |
| CaserCategory=RNN/CNN-based Models2026.04 | 7.1439 | — | — | 11.2426 | 5.0683 | 19.5189 | — | — | |
| CaserCategory=CNN-based2026.04 | 7.1439 | — | — | — | — | — | — | 74.4 | |
| GRU4Rec2025.07 | 7.1357 | — | — | — | — | 18.6858 | — | — | |
| SASRec2025.07 | 7.1034 | — | — | — | — | 18.4538 | — | — | |
| DiffuRec2025.07 | 6.555 | — | — | — | — | 16.0688 | — | — | |
| BERT4RecCategory=Transformer-based Models2026.04 | 6.3442 | — | — | 9.3319 | 4.4568 | 16.8611 | — | — | |
| SdifRec2025.07 | 5.5393 | — | — | — | — | 13.9364 | — | — | |
| LightSANs2025.07 | 5.0443 | — | — | — | — | 14.1129 | — | — | |
| DuoRec2026.02 | 4.8 | 4.18 | 2.67 | 7 | 3.55 | 11.99 | — | — | |
| FMLPRec2026.02 | 4.28 | 4.31 | 2.95 | 5.87 | 3.45 | 9.17 | — | — | |
| CORE2025.07 | 4.0904 | — | — | — | — | 11.8659 | — | — | |
| BERT4Rec2025.07 | 3.7504 | — | — | — | — | 10.1833 | — | — | |
| FEARec2025.07 | 3.5048 | — | — | — | — | 9.6959 | — | — | |
| SVAE2025.07 | 3.2905 | — | — | — | — | 8.1504 | — | — | |
| DreamRec2025.07 | 1.3339 | — | — | — | — | 3.4395 | — | — |