Sequential Recommendation on Amazon Home and Kitchen
0.0165NDCG@5RoDPO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RoDPOCategory=Our Methods2026.03 | 0.0165 | 0.0191 | 0.0146 | 0.0157 | |
| HM4SRCategory=Multi-modal, reproduced=true2026.03 | 0.0162 | 0.0187 | 0.0142 | 0.0153 | |
| IISANCategory=Multi-modal2026.03 | 0.0152 | 0.0187 | 0.0129 | 0.0142 | |
| MISSRecCategory=Multi-modal2026.03 | 0.014 | 0.0174 | 0.0107 | 0.0119 | |
| M3SRecCategory=Multi-modal2026.03 | 0.0122 | 0.0144 | 0.0105 | 0.0115 | |
| FEARecCategory=Traditional Time-aware2026.03 | 0.0121 | 0.0152 | 0.0092 | 0.0105 | |
| UniSRecCategory=Multi-modal2026.03 | 0.0121 | 0.016 | 0.0092 | 0.0108 | |
| NOVACategory=Multi-modal2026.03 | 0.012 | 0.0147 | 0.0092 | 0.0102 | |
| SASRecCategory=Traditional Non-time-aware2026.03 | 0.0118 | 0.0148 | 0.0089 | 0.01 | |
| TiSASRecCategory=Traditional Time-aware2026.03 | 0.0117 | 0.0146 | 0.0088 | 0.01 | |
| TedRecCategory=Multi-modal2026.03 | 0.0113 | 0.014 | 0.0094 | 0.0105 | |
| LRURecCategory=Traditional Non-time-aware2026.03 | 0.0112 | 0.0141 | 0.0084 | 0.0096 | |
| TiCoSeRecCategory=Traditional Time-aware2026.03 | 0.0108 | 0.0134 | 0.0091 | 0.0102 | |
| DIF-SRCategory=Multi-modal2026.03 | 0.0092 | 0.0112 | 0.0078 | 0.0086 | |
| GRU4RecCategory=Traditional Non-time-aware2026.03 | 0.0067 | 0.0087 | 0.0056 | 0.0064 |