Sequential Recommendation on Amazon Industrial
12.6HR@3ChronoID
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ChronoIDArchitecture=Parallel Quantization, Fusion Strategy=N/A, Time Strategy=Relative Time2026.06 | 12.6 | 11.15 | 13.75 | 11.62 | 16.22 | 12.41 | |
| ChronoIDArchitecture=Parallel Quantization, Fusion Strategy=N/A, Time Strategy=Absolute Time2026.06 | 11.22 | 9.84 | 12.74 | 10.48 | 14.77 | 11.13 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Early, Time Strategy=Relative Time2026.06 | 10.62 | 9.56 | 11.95 | 10.11 | 14.29 | 10.86 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Late, Time Strategy=Relative Time2026.06 | 10.43 | 9.28 | 11.68 | 9.79 | 13.2 | 10.29 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Late, Time Strategy=Absolute Time2026.06 | 10.1 | 8.93 | 11.52 | 9.52 | 13.06 | 10.03 | |
| MiniOneRecStrategy=Text + Random Absolute Time2026.06 | 9.26 | 8.44 | 10.95 | 9.14 | 13.53 | 10.01 | |
| ActionPieceStrategy=ID-based2026.06 | 8.55 | 7.53 | 10.21 | 8.52 | 12.31 | 9.2 | |
| TokenRecStrategy=Text + Random Absolute Time2026.06 | 8.2 | 7.44 | 9.01 | 7.77 | 10.54 | 8.26 | |
| SASRecStrategy=ID-based2026.06 | 7.99 | 7.12 | 9.3 | 7.68 | 10.68 | 8.46 | |
| ChronoIDArchitecture=Residual Quantization, Fusion Strategy=Early, Time Strategy=Absolute Time2026.06 | 7.44 | 6.72 | 8.91 | 7.32 | 11.33 | 8.08 | |
| HSTUStrategy=Random Absolute Time2026.06 | 5.11 | 3.93 | 7.05 | 4.73 | 8.64 | 5.25 |