Multi-behavior Sequential Recommendation on Tmall (test)
0.688HR@5MB-DGT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MB-DGTembedding dimension=100, neighboring nodes=15, heads=22026.02 | 0.688 | 0.569 | 0.774 | 0.596 | |
| MB-STR2026.02 | 0.667 | 0.547 | 0.763 | 0.577 | |
| MBHT2026.02 | 0.631 | 0.531 | 0.723 | 0.561 | |
| BERT4Rec2026.02 | 0.461 | 0.369 | 0.563 | 0.403 | |
| DMT2026.02 | 0.449 | 0.346 | 0.581 | 0.389 | |
| SASRec2026.02 | 0.432 | 0.337 | 0.557 | 0.381 | |
| GRU4REC2026.02 | 0.421 | 0.336 | 0.544 | 0.362 | |
| Caser2026.02 | 0.393 | 0.293 | 0.513 | 0.325 | |
| BINN2026.02 | 0.393 | 0.237 | 0.463 | 0.289 | |
| MGNN-SPred2026.02 | 0.377 | 0.231 | 0.438 | 0.275 | |
| MB-GMN2026.02 | 0.323 | 0.232 | 0.454 | 0.268 | |
| DIPN2026.02 | 0.251 | 0.176 | 0.323 | 0.207 | |
| MB-GCN2026.02 | 0.249 | 0.184 | 0.381 | 0.213 | |
| NMTR2026.02 | 0.213 | 0.197 | 0.362 | 0.215 | |
| NGCF2026.02 | 0.201 | 0.137 | 0.314 | 0.173 | |
| DMF2026.02 | 0.197 | 0.131 | 0.309 | 0.163 |