Multi-behavior Recommendation on Taobao
13.43HR@10MBLFE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MBLFEBehavior Modeling Type=Multi-behavior2026.03 | 13.43 | 7.95 | 18.98 | 9.12 | 6.92 | — | — | |
| BCIPMBehavior Modeling Type=Multi-behavior2026.03 | 12.92 | 7.16 | 18.34 | 8.53 | — | — | — | |
| CRGCNBehavior Modeling Type=Multi-behavior2026.03 | 11.52 | 6.29 | 14.68 | 7.72 | — | — | — | |
| Disen-CGCNBehavior Modeling Type=Multi-behavior2026.03 | 11.01 | 6.44 | 14.21 | 7.31 | — | — | — | |
| PKEFBehavior Modeling Type=Multi-behavior2026.03 | 10.97 | 6.27 | 12.19 | 6.32 | — | — | — | |
| COPFBehavior Modeling Type=Multi-behavior2026.03 | 10.43 | 5.85 | 15.15 | 7.04 | — | — | — | |
| MB-CGCNBehavior Modeling Type=Multi-behavior2026.03 | 9.89 | 4.7 | 13.79 | 6.02 | — | — | — | |
| CIGFBehavior Modeling Type=Multi-behavior2026.03 | 6.71 | 4.94 | 8.97 | 5.51 | — | — | — | |
| S-MBRecBehavior Modeling Type=Multi-behavior2026.03 | 5.71 | 3.31 | 8.9 | 4.01 | — | — | — | |
| MBGCNBehavior Modeling Type=Multi-behavior2026.03 | 4.34 | 2.59 | 8.03 | 3.55 | — | — | — | |
| LightGCNBehavior Modeling Type=Single-behavior2026.03 | 2.54 | 1.38 | 3.74 | 1.69 | — | — | — | |
| DGCFBehavior Modeling Type=Single-behavior2026.03 | 2.44 | 1.34 | 3.53 | 1.62 | — | — | — | |
| MFBehavior Modeling Type=Single-behavior2026.03 | 1.78 | 1.01 | 2.86 | 1.33 | — | — | — | |
| HEC-GCN+MCLMRType=Multi-behavior + MCLMR2026.03 | 0.1912 | 0.1055 | — | — | — | 0.3575 | 0.1379 | |
| GCIB2026.05 | 0.1815 | 0.1199 | — | — | — | — | — | |
| HEC-GCNType=Multi-behavior + MCLMR2026.03 | 0.1807 | 0.098 | — | — | — | 0.3439 | 0.1341 | |
| NSEDType=Multi-behavior Baselines2026.03 | 0.1652 | 0.0912 | — | — | — | 0.2957 | 0.1198 | |
| BCIPM+MCLMRType=Multi-behavior + MCLMR2026.03 | 0.1635 | 0.0926 | — | — | — | 0.3023 | 0.1232 | |
| SpectraMBBehavior Setting=Multi-Behavior2026.06 | 0.1586 | 0.0938 | 0.1993 | 0.1041 | — | — | — | |
| MBLFE2026.05 | 0.1577 | 0.0907 | — | — | — | — | — | |
| CRGCN+MCLMRType=Multi-behavior + MCLMR2026.03 | 0.1464 | 0.0839 | — | — | — | 0.2753 | 0.1122 | |
| BCIPM2026.05 | 0.1428 | 0.0817 | — | — | — | — | — | |
| CVIDType=Integrated Causal Multi-behavior2026.03 | 0.1424 | 0.0768 | — | — | — | 0.2862 | 0.1087 | |
| NSED2026.05 | 0.1416 | 0.1004 | — | — | — | — | — | |
| MB-HGCNType=Multi-behavior Baselines2026.03 | 0.138 | 0.0728 | — | — | — | 0.2751 | 0.1025 | |
| CMSRType=Integrated Causal Multi-behavior2026.03 | 0.1295 | 0.0713 | — | — | — | 0.2634 | 0.0989 | |
| BCIPMBehavior Setting=Multi-Behavior2026.06 | 0.1257 | 0.0708 | 0.1723 | 0.0833 | — | — | — | |
| UIPLBehavior Setting=Multi-Behavior2026.06 | 0.1225 | 0.0748 | 0.1567 | 0.0834 | — | — | — | |
| S-MBRecType=Multi-behavior Baselines2026.03 | 0.1185 | 0.0659 | — | — | — | 0.2405 | 0.0901 | |
| LightGCN+MCLMRType=Single-behavior Baselines2026.03 | 0.1142 | 0.0598 | — | — | — | 0.2815 | 0.0962 | |
| CRGCN2026.05 | 0.1126 | 0.062 | — | — | — | — | — | |
| PKEFBehavior Setting=Multi-Behavior2026.06 | 0.1098 | 0.0627 | 0.1223 | 0.0651 | — | — | — | |
| BCIPMType=Multi-behavior + MCLMR2026.03 | 0.1093 | 0.0596 | — | — | — | 0.2462 | 0.0894 | |
| PKEF2026.05 | 0.1086 | 0.061 | — | — | — | — | — | |
| DeMBRBehavior Setting=Multi-Behavior2026.06 | 0.1083 | 0.0673 | 0.1427 | 0.076 | — | — | — | |
| MB-CGCNBehavior Setting=Multi-Behavior2026.06 | 0.0989 | 0.0471 | 0.1368 | 0.0595 | — | — | — | |
| MB-CGCN2026.05 | 0.0973 | 0.0464 | — | — | — | — | — | |
| CRGCNType=Multi-behavior + MCLMR2026.03 | 0.0882 | 0.0496 | — | — | — | 0.1962 | 0.073 | |
| MBIDBehavior Setting=Multi-Behavior2026.06 | 0.0784 | 0.0412 | 0.1172 | 0.0497 | — | — | — | |
| MISSLBehavior Setting=Multi-Behavior2026.06 | 0.0782 | 0.0629 | 0.1134 | 0.0759 | — | — | — | |
| S-MBRec2026.05 | 0.0572 | 0.0331 | — | — | — | — | — | |
| S-MBRecBehavior Setting=Multi-Behavior2026.06 | 0.0568 | 0.0328 | 0.0891 | 0.0411 | — | — | — | |
| MBGCNType=Multi-behavior Baselines2026.03 | 0.0509 | 0.0294 | — | — | — | 0.1009 | 0.0415 | |
| MBGCN2026.05 | 0.0438 | 0.0266 | — | — | — | — | — | |
| MBGCNBehavior Setting=Multi-Behavior2026.06 | 0.0433 | 0.0257 | 0.0602 | 0.0303 | — | — | — | |
| NMTR2026.05 | 0.0407 | 0.0213 | — | — | — | — | — | |
| SimGCLBehavior Setting=Single-Behavior2026.06 | 0.04 | 0.0236 | 0.0522 | 0.0265 | — | — | — | |
| GNMRType=Multi-behavior Baselines2026.03 | 0.0368 | 0.0216 | — | — | — | 0.0735 | 0.0306 | |
| NMTRType=Multi-behavior Baselines2026.03 | 0.0282 | 0.0137 | — | — | — | 0.0578 | 0.0193 | |
| R-GCN2026.05 | 0.0282 | 0.015 | — | — | — | — | — | |
| LightGCN2026.05 | 0.0261 | 0.0141 | — | — | — | — | — | |
| LightGCNBehavior Setting=Single-Behavior2026.06 | 0.0253 | 0.0137 | 0.0364 | 0.0178 | — | — | — | |
| NCFType=Single-behavior Baselines2026.03 | 0.0236 | 0.0128 | — | — | — | 0.0483 | 0.0175 | |
| RGCNType=Multi-behavior Baselines2026.03 | 0.0215 | 0.0104 | — | — | — | 0.0439 | 0.0141 | |
| MF-BPR2026.05 | 0.0173 | 0.0099 | — | — | — | — | — | |
| LightGCNType=Single-behavior Baselines2026.03 | 0.0156 | 0.0077 | — | — | — | 0.0483 | 0.0147 | |
| MF-BPRType=Single-behavior Baselines2026.03 | 0.0076 | 0.0036 | — | — | — | 0.0151 | 0.0052 | |
| BCIPM2026.05 | — | — | 0.1952 | 0.0949 | — | — | — | |
| CRGCN2026.05 | — | — | 0.1535 | 0.0726 | — | — | — | |
| GCIB2026.05 | — | — | 0.2198 | 0.1296 | — | — | — | |
| LightGCN2026.05 | — | — | 0.0344 | 0.0165 | — | — | — | |
| MB-CGCN2026.05 | — | — | 0.1281 | 0.0538 | — | — | — | |
| MBGCN2026.05 | — | — | 0.0562 | 0.0287 | — | — | — | |
| MBLFE2026.05 | — | — | 0.2144 | 0.1049 | — | — | — | |
| MF-BPR2026.05 | — | — | 0.021 | 0.0119 | — | — | — | |
| NMTR2026.05 | — | — | 0.0556 | 0.0231 | — | — | — | |
| NSED2026.05 | — | — | 0.1569 | 0.1043 | — | — | — | |
| PKEF2026.05 | — | — | 0.15 | 0.0716 | — | — | — | |
| R-GCN2026.05 | — | — | 0.0326 | 0.0169 | — | — | — | |
| S-MBRec2026.05 | — | — | 0.072 | 0.0348 | — | — | — |