Multi-behavior Recommendation on Tmall
10.95NDCG@20GCIB
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GCIB2026.05 | 10.95 | 22 | — | — | — | |
| BCIPM2026.05 | 9.7 | 19.99 | — | — | — | |
| NSED2026.05 | 9.43 | 20.42 | — | — | — | |
| SpectraMBBehavior Setting=Multi-Behavior2026.06 | 9.29 | — | 14.68 | 7.93 | 20.23 | |
| UIPLBehavior Setting=Multi-Behavior2026.06 | 9 | — | 14.22 | 7.7 | 19.32 | |
| BCIPMBehavior Setting=Multi-Behavior2026.06 | 8.85 | — | 14.01 | 7.38 | 19.03 | |
| MBLFE2026.05 | 8.36 | 18.65 | — | — | — | |
| DeMBRBehavior Setting=Multi-Behavior2026.06 | 7.82 | — | 12.27 | 7.23 | 14.69 | |
| MBIDBehavior Setting=Multi-Behavior2026.06 | 7.8 | — | 15.36 | 6.55 | 19.65 | |
| PKEF2026.05 | 7.18 | 13.51 | — | — | — | |
| MISSLBehavior Setting=Multi-Behavior2026.06 | 6.67 | — | 6.91 | 5.52 | 10.12 | |
| PKEFBehavior Setting=Multi-Behavior2026.06 | 5.62 | — | 11.38 | 6.42 | 16.76 | |
| MB-CGCNBehavior Setting=Multi-Behavior2026.06 | 5.23 | — | 10.83 | 4.26 | 13.7 | |
| CRGCN2026.05 | 4.93 | 10.59 | — | — | — | |
| SimGCLBehavior Setting=Single-Behavior2026.06 | 4.87 | — | 7.09 | 3.99 | 10.18 | |
| MB-CGCN2026.05 | 4.51 | 14.09 | — | — | — | |
| S-MBRec2026.05 | 4.44 | 8.27 | — | — | — | |
| S-MBRecBehavior Setting=Multi-Behavior2026.06 | 4.38 | — | 6.94 | 3.62 | 10.09 | |
| MBGCNBehavior Setting=Multi-Behavior2026.06 | 3.45 | — | 5.49 | 2.85 | 7.99 | |
| MBGCN2026.05 | 2.94 | 6.99 | — | — | — | |
| NMTR2026.05 | 2.92 | 6.75 | — | — | — | |
| RaDARvariant=w2026.03 | 2.68 | 6.26 | — | — | — | |
| RaDARvariant=w+DDR2026.03 | 2.6 | 6.2 | — | — | — | |
| DiffGraph2026.03 | 2.54 | 5.53 | — | — | — | |
| LightGCN2026.05 | 2.33 | 4.82 | — | — | — | |
| LightGCNBehavior Setting=Single-Behavior2026.06 | 2.31 | — | 3.79 | 2.05 | 4.86 | |
| MATN2026.03 | 1.97 | 4.63 | — | — | — | |
| NMTR2026.03 | 1.92 | 4.41 | — | — | — | |
| HGT2026.03 | 1.92 | 4.31 | — | — | — | |
| R-GCN2026.05 | 1.81 | 4.13 | — | — | — | |
| MBGCN2026.03 | 1.79 | 4.19 | — | — | — | |
| NGCF2026.03 | 1.69 | 3.99 | — | — | — | |
| PinSage2026.03 | 1.56 | 3.68 | — | — | — | |
| MF-BPR2026.05 | 1.4 | 2.85 | — | — | — | |
| BPR2026.03 | 1.31 | 2.48 | — | — | — | |
| BCIPM2026.05 | — | — | 14.45 | 8.31 | — | |
| CRGCN2026.05 | — | — | 8.37 | 4.32 | — | |
| GCIB2026.05 | — | — | 16.17 | 9.44 | — | |
| LightGCN2026.05 | — | — | 3.83 | 2.06 | — | |
| MB-CGCN2026.05 | — | — | 11.02 | 4.06 | — | |
| MBGCN2026.05 | — | — | 5.4 | 2.77 | — | |
| MBLFE2026.05 | — | — | 12.91 | 6.96 | — | |
| MF-BPR2026.05 | — | — | 2.36 | 1.25 | — | |
| NMTR2026.05 | — | — | 5.06 | 2.49 | — | |
| NSED2026.05 | — | — | 15.02 | 8.1 | — | |
| PKEF2026.05 | — | — | 11 | 6.44 | — | |
| R-GCN2026.05 | — | — | 3.09 | 1.6 | — | |
| S-MBRec2026.05 | — | — | 7.08 | 3.71 | — |