Sequential Recommendation on Music4All
0.5817NDCG@10HyperG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HyperGBackbone=DiffuRec2026.03 | 0.5817 | 0.6844 | 0.7964 | 0.5391 | — | — | — | |
| HyperGBackbone=Attn.2026.03 | 0.5325 | 0.6155 | 0.7295 | 0.4956 | — | — | — | |
| DiffuRecModel Category=Generative Models2026.03 | 0.5294 | 0.6304 | 0.7341 | 0.4856 | — | — | — | |
| DDRMModel Category=Generative Models2026.03 | 0.5009 | 0.5984 | 0.7256 | 0.4639 | — | — | — | |
| TiSASRecModel Category=Traditional Sequential Models2026.03 | 0.4772 | 0.5808 | 0.6924 | 0.4429 | — | — | — | |
| HyperGBackbone=GRU2026.03 | 0.4728 | 0.5932 | 0.6716 | 0.4322 | — | — | — | |
| Attn. + LDPEBackbone=Attn.2026.03 | 0.4691 | 0.5547 | 0.6903 | 0.4458 | — | — | — | |
| PDRecModel Category=Generative Models2026.03 | 0.4598 | 0.5453 | 0.6517 | 0.4207 | — | — | — | |
| GRU + USRBackbone=GRU2026.03 | 0.4581 | 0.5762 | 0.6501 | 0.4173 | — | — | — | |
| T-DiffRecModel Category=Generative Models2026.03 | 0.4531 | 0.5339 | 0.6427 | 0.4179 | — | — | — | |
| SASRecModel Category=Traditional Sequential Models2026.03 | 0.4473 | 0.5581 | 0.6469 | 0.4119 | — | — | — | |
| HyperGBackbone=CVAE2026.03 | 0.4457 | 0.5629 | 0.6623 | 0.4221 | — | — | — | |
| Attn.Variant=Base2026.03 | 0.4453 | 0.5404 | 0.6592 | 0.4069 | — | — | — | |
| GRUVariant=Base2026.03 | 0.4336 | 0.546 | 0.6253 | 0.3983 | — | — | — | |
| CVAEModel Category=Generative Models2026.03 | 0.3999 | 0.4957 | 0.5967 | 0.3652 | — | — | — | |
| LGMRec2026.02 | 0.092 | — | — | — | 5.7 | 0.2311 | 7.91 | |
| FREEDOM2026.02 | 0.0909 | — | — | — | 5.41 | 0.2456 | 7.6 | |
| VBPR2026.02 | 0.0868 | — | — | — | 5.3 | 0.2178 | 7.02 | |
| BPR2026.02 | 0.069 | — | — | — | 3.91 | 0.1898 | 5.23 |