Sequential Recommendation on ML1M
40.79HR@20TV-Rec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TV-Recmaximum sequence length (N)=2002025.10 | 40.79 | — | — | 19.55 | |
| GCL4SRmaximum sequence length (N)=2002025.10 | 33.81 | — | — | 16.07 | |
| GC-SANmaximum sequence length (N)=2002025.10 | 32.55 | — | — | 16.11 | |
| SR-GNNmaximum sequence length (N)=2002025.10 | 29.4 | — | — | 13.9 | |
| LLaRAtokenization=continuous2025.04 | 16.72 | 10.12 | 5.32 | 6.98 | |
| ContRectokenization=continuous, generative_model=dispersive diffusion2025.04 | 16.66 | 10.99 | 5.61 | 7.17 | |
| TIGER*tokenization=discrete2025.04 | 15.48 | 9.54 | 4.72 | 6.44 | |
| TokenRectokenization=multiple discrete tokens2025.04 | 15.06 | 10.76 | 5.42 | 7.16 | |
| CoLLMtokenization=continuous2025.04 | 14.99 | 9.23 | 4.56 | 6.2 | |
| SASRec2025.04 | 13.82 | 9.64 | 3.99 | 5.1 | |
| DreamRec2025.04 | 13.71 | 9.44 | 4.03 | 5.4 | |
| SSD4Rec2025.04 | 13.45 | 9.51 | 3.96 | 5.11 | |
| POD2025.04 | 12.77 | 8.86 | 3.73 | 4.87 | |
| GRU4Rec2025.04 | 12.5 | 8.77 | 3.79 | 4.87 | |
| P5tokenization=discrete2025.04 | 12.48 | 8.67 | 3.81 | 4.86 |