Sequential Recommendation on Amazon Sport
4.46R@10CL4SRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CL4SRecAugmentation=ADAR2026.01 | 4.46 | 6.35 | 2.5 | — | |
| CL4SRecAugmentation=None2026.01 | 4.33 | 6.19 | 2.37 | — | |
| SASRecAugmentation=ADAR2026.01 | 3.62 | 5.71 | 1.89 | — | |
| SASRecAugmentation=None2026.01 | 2.97 | 4.72 | 1.58 | — | |
| GRU4RecAugmentation=ADAR2026.01 | 2.55 | 4.09 | 1.39 | — | |
| GRU4RecAugmentation=None2026.01 | 1.81 | 3.17 | 0.9 | — | |
| RSIRBackbone=HSTU2026.02 | 0.0531 | — | — | 0.0305 | |
| RSIR-FTBackbone=CL4SRec2026.02 | 0.0523 | — | — | 0.0301 | |
| RSIR-FTBackbone=HSTU2026.02 | 0.0521 | — | — | 0.0299 | |
| RSIRBackbone=CL4SRec2026.02 | 0.0517 | — | — | 0.0297 | |
| DR4SRBackbone=HSTU2026.02 | 0.0515 | — | — | 0.0294 | |
| RSIRBackbone=SASRec2026.02 | 0.0512 | — | — | 0.0293 | |
| RSIR-FTBackbone=SASRec2026.02 | 0.05 | — | — | 0.029 | |
| DR4SRBackbone=CL4SRec2026.02 | 0.05 | — | — | 0.0289 | |
| DiffuASRBackbone=HSTU2026.02 | 0.0497 | — | — | 0.0288 | |
| DR4SRBackbone=SASRec2026.02 | 0.0495 | — | — | 0.0286 | |
| InsertionBackbone=CL4SRec2026.02 | 0.0495 | — | — | 0.0288 | |
| InsertionBackbone=HSTU2026.02 | 0.0493 | — | — | 0.0284 | |
| HSTUBackbone=HSTU, Variation=Base2026.02 | 0.0492 | — | — | 0.0285 | |
| CL4SRecBackbone=CL4SRec, Variation=Base2026.02 | 0.0491 | — | — | 0.0284 | |
| ReorderingBackbone=CL4SRec2026.02 | 0.0488 | — | — | 0.0283 | |
| DiffuASRBackbone=CL4SRec2026.02 | 0.0487 | — | — | 0.0288 | |
| ASRePBackbone=HSTU2026.02 | 0.0483 | — | — | 0.0284 | |
| ReorderingBackbone=HSTU2026.02 | 0.0482 | — | — | 0.0282 | |
| ASRePBackbone=SASRec2026.02 | 0.0481 | — | — | 0.0282 | |
| ASRePBackbone=CL4SRec2026.02 | 0.0481 | — | — | 0.0289 | |
| DiffuASRBackbone=SASRec2026.02 | 0.0475 | — | — | 0.0279 | |
| SASRecBackbone=SASRec, Variation=Base2026.02 | 0.0474 | — | — | 0.0271 | |
| InsertionBackbone=SASRec2026.02 | 0.0472 | — | — | 0.0276 | |
| ReorderingBackbone=SASRec2026.02 | 0.0465 | — | — | 0.0265 |