Sequential Recommendation on Amazon Toys and Games
5.21NDCG@5RoDPO
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RoDPOCategory=Our Methods2026.03 | 5.21 | — | — | 5.89 | 4.63 | 4.91 | |
| HM4SRCategory=Multi-modal, reproduced=true2026.03 | 4.95 | — | — | 5.72 | 4.3 | 4.62 | |
| M3SRecCategory=Multi-modal2026.03 | 4.16 | — | — | 4.86 | 3.63 | 3.91 | |
| IISANCategory=Multi-modal2026.03 | 3.95 | — | — | 4.89 | 3.54 | 3.93 | |
| NOVACategory=Multi-modal2026.03 | 3.81 | — | — | 4.78 | 2.88 | 3.28 | |
| TiSASRecCategory=Traditional Time-aware2026.03 | 3.72 | — | — | 4.67 | 2.78 | 3.17 | |
| TIGER2023.05 | 3.71 | 5.21 | 7.12 | 4.32 | — | — | |
| LRURecCategory=Traditional Non-time-aware2026.03 | 3.62 | — | — | 4.46 | 2.78 | 3.12 | |
| DIF-SRCategory=Multi-modal2026.03 | 3.59 | — | — | 4.44 | 2.84 | 3.18 | |
| FEARecCategory=Traditional Time-aware2026.03 | 3.54 | — | — | 4.42 | 2.66 | 3.02 | |
| SASRecCategory=Traditional Non-time-aware2026.03 | 3.48 | — | — | 4.11 | 2.57 | 2.95 | |
| TiCoSeRecCategory=Traditional Time-aware2026.03 | 3.36 | — | — | 4.04 | 2.8 | 3.11 | |
| MISSRecCategory=Multi-modal2026.03 | 3.23 | — | — | 4.14 | 2.35 | 2.7 | |
| TedRecCategory=Multi-modal2026.03 | 3.18 | — | — | 3.97 | 2.65 | 2.97 | |
| SASRec2023.05 | 3.06 | 4.63 | 6.75 | 3.74 | — | — | |
| S3-Rec2023.05 | 2.94 | 4.43 | 7 | 3.76 | — | — | |
| UniSRecCategory=Multi-modal2026.03 | 2.76 | — | — | 3.84 | 1.94 | 2.39 | |
| GRU4RecCategory=Traditional Non-time-aware2026.03 | 2.36 | — | — | 2.89 | 2.01 | 2.22 | |
| HGN2023.05 | 2.21 | 3.21 | 4.97 | 2.77 | — | — | |
| FDSA2023.05 | 1.4 | 2.28 | 3.81 | 1.89 | — | — | |
| Caser2023.05 | 1.07 | 1.66 | 2.7 | 1.41 | — | — | |
| BERT4Rec2023.05 | 0.71 | 1.16 | 2.03 | 0.99 | — | — | |
| GRU4Rec2023.05 | 0.59 | 0.97 | 1.76 | 0.84 | — | — | |
| P52023.05 | 0.5 | 0.7 | 1.21 | 0.66 | — | — |