Sequential Recommendation on KuaiRec
5.78HR@20CARD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CARD2026.01 | 5.78 | 5.02 | — | — | |
| TDM2026.01 | 5.53 | 4.82 | — | — | |
| DreamRecEmbedding Dimension=64, Paradigm=learn-to-generate, Negative Sampling=None2023.10 | 5.16 | 4.11 | — | — | |
| DreamRec2026.01 | 5.16 | 4.11 | — | — | |
| STEAM2026.01 | 4.98 | 2.9 | — | — | |
| DiffuASR2026.01 | 4.53 | 3.3 | — | — | |
| PDRec2026.01 | 4.42 | 3.55 | — | — | |
| CL4SRecEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 4.25 | 2.01 | — | — | |
| SSDRec2026.01 | 4.19 | 3.28 | — | — | |
| AdaRankerEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 4.14 | 1.89 | — | — | |
| AdaRanker2026.01 | 4.14 | 1.89 | — | — | |
| SASRecEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 3.92 | 1.53 | — | — | |
| SASRec2026.01 | 3.92 | 1.53 | — | — | |
| BERT4Rec2026.01 | 3.77 | 1.73 | — | — | |
| DiffRecEmbedding Dimension=64, Negative Sampling=1:12023.10 | 3.74 | 1.77 | — | — | |
| DiffRec2026.01 | 3.74 | 1.77 | — | — | |
| IPSEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 3.73 | 1.4 | — | — | |
| GRU4RecEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 3.32 | 1.23 | — | — | |
| GRU4Rec2026.01 | 3.32 | 1.23 | — | — | |
| CaserEmbedding Dimension=64, Paradigm=learning-to-classify, Negative Sampling=1:12023.10 | 2.88 | 1.07 | — | — | |
| AdaRankerTraining time=per epoch, Inference time=per batch2026.01 | — | — | 338 | 9 | |
| CARDTraining time=per epoch, Inference time=per batch2026.01 | — | — | 240 | 34 | |
| DreamRecTraining time=per epoch, Inference time=per batch2026.01 | — | — | 359 | 3,240 | |
| SASRecTraining time=per epoch, Inference time=per batch2026.01 | — | — | 207 | 8 | |
| TDMTraining time=per epoch, Inference time=per batch2026.01 | — | — | 330 | 34 |