Sequential Recommendation on GoodReads
57.03HR@5HyperG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HyperGBackbone=DiffuRec2026.03 | 57.03 | 68.85 | 41.69 | 46.53 | — | — | |
| DiffuRecModel Category=Generative Models2026.03 | 53.02 | 66.73 | 38.22 | 42.67 | — | — | |
| HyperGBackbone=Attn.2026.03 | 50.77 | 60.54 | 40.57 | 42.73 | — | — | |
| DDRMModel Category=Generative Models2026.03 | 50.27 | 63.26 | 36.52 | 40.27 | — | — | |
| TiSASRecModel Category=Traditional Sequential Models2026.03 | 49.81 | 60.17 | 38.12 | 41.13 | — | — | |
| HyperGBackbone=GRU2026.03 | 49.7 | 58.42 | 39.4 | 41.29 | — | — | |
| PDRecModel Category=Generative Models2026.03 | 48.79 | 58.77 | 36.69 | 41.27 | — | — | |
| T-DiffRecModel Category=Generative Models2026.03 | 48.73 | 57.87 | 36.28 | 40.24 | — | — | |
| HyperGBackbone=CVAE2026.03 | 48.44 | 57.99 | 37.89 | 41.23 | — | — | |
| SASRecModel Category=Traditional Sequential Models2026.03 | 48.14 | 55.71 | 36.22 | 38.77 | — | — | |
| Attn. + LDPEBackbone=Attn.2026.03 | 47.72 | 59.83 | 37.82 | 42.3 | — | — | |
| GRU + USRBackbone=GRU2026.03 | 47.63 | 55.67 | 36.27 | 38.62 | — | — | |
| Attn.Variant=Base2026.03 | 47.33 | 57.38 | 36.57 | 39.82 | — | — | |
| GRUVariant=Base2026.03 | 46.07 | 53.72 | 35.01 | 37.32 | — | — | |
| CVAEModel Category=Generative Models2026.03 | 44.68 | 54.35 | 33.54 | 37.35 | — | — | |
| CaserCategory=Traditional2026.05 | — | — | — | — | 0.4174 | 1 | |
| DMPOCategory=PO-based2026.05 | — | — | — | — | 0.5349 | 0.9717 | |
| DynamicPOCategory=PO-based2026.05 | — | — | — | — | 0.6728 | 0.99 | |
| GRU4RecCategory=Traditional2026.05 | — | — | — | — | 0.3867 | 1 | |
| LLaRACategory=LLM-based2026.05 | — | — | — | — | 0.5292 | 0.995 | |
| MoRecCategory=LLM-based2026.05 | — | — | — | — | 0.2877 | 1 | |
| SASRecCategory=Traditional2026.05 | — | — | — | — | 0.3581 | 1 | |
| TALLRecCategory=LLM-based2026.05 | — | — | — | — | 0.4983 | 0.9573 |