Multi-behavior Recommendation on Yelp
5.14HR @ 10MBLFE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MBLFEBehavior Modeling Type=Multi-behavior2026.03 | 5.14 | 2.55 | 8.93 | 3.65 | 8.31 | |
| BCIPMBehavior Modeling Type=Multi-behavior2026.03 | 5.02 | 2.44 | 8.74 | 3.37 | — | |
| CIGFBehavior Modeling Type=Multi-behavior2026.03 | 5.01 | 2.4 | 8.35 | 3.23 | — | |
| PKEFBehavior Modeling Type=Multi-behavior2026.03 | 4.23 | 2.1 | 7.64 | 3.02 | — | |
| LightGCNBehavior Modeling Type=Single-behavior2026.03 | 4 | 2.02 | 5.77 | 2.46 | — | |
| Disen-CGCNBehavior Modeling Type=Multi-behavior2026.03 | 3.99 | 1.97 | 5.95 | 2.23 | — | |
| COPFBehavior Modeling Type=Multi-behavior2026.03 | 3.98 | 1.91 | 6.61 | 2.57 | — | |
| CRGCNBehavior Modeling Type=Multi-behavior2026.03 | 3.67 | 1.78 | 5.9 | 2.11 | — | |
| MBGCNBehavior Modeling Type=Multi-behavior2026.03 | 3.56 | 1.83 | 5.57 | 2.52 | — | |
| MB-CGCNBehavior Modeling Type=Multi-behavior2026.03 | 3.55 | 1.64 | 5.77 | 2.15 | — | |
| S-MBRecBehavior Modeling Type=Multi-behavior2026.03 | 3.53 | 1.73 | 5.18 | 2.17 | — | |
| DGCFBehavior Modeling Type=Single-behavior2026.03 | 3.47 | 1.78 | 5.82 | 2.37 | — | |
| MFBehavior Modeling Type=Single-behavior2026.03 | 3.27 | 1.59 | 4.98 | 2.03 | — | |
| GCIB2026.05 | 0.0746 | 0.0358 | — | — | — | |
| MBLFE2026.05 | 0.0531 | 0.0261 | — | — | — | |
| BCIPM2026.05 | 0.0502 | 0.0244 | — | — | — | |
| PKEF2026.05 | 0.0426 | 0.0213 | — | — | — | |
| LightGCN2026.05 | 0.0393 | 0.02 | — | — | — | |
| CRGCN2026.05 | 0.037 | 0.0179 | — | — | — | |
| NSED2026.05 | 0.0355 | 0.0146 | — | — | — | |
| S-MBRec2026.05 | 0.0351 | 0.0173 | — | — | — | |
| MBGCN2026.05 | 0.0349 | 0.0185 | — | — | — | |
| MB-CGCN2026.05 | 0.0348 | 0.0163 | — | — | — | |
| R-GCN2026.05 | 0.0347 | 0.0174 | — | — | — | |
| NMTR2026.05 | 0.0331 | 0.016 | — | — | — | |
| MF-BPR2026.05 | 0.032 | 0.0156 | — | — | — | |
| BCIPM2026.05 | — | — | 0.0874 | 0.0377 | — | |
| CRGCN2026.05 | — | — | 0.051 | 0.0199 | — | |
| GCIB2026.05 | — | — | 0.118 | 0.0468 | — | |
| LightGCN2026.05 | — | — | 0.0474 | 0.0217 | — | |
| MB-CGCN2026.05 | — | — | 0.0486 | 0.0174 | — | |
| MBGCN2026.05 | — | — | 0.0449 | 0.0218 | — | |
| MBLFE2026.05 | — | — | 0.0896 | 0.0352 | — | |
| MF-BPR2026.05 | — | — | 0.0377 | 0.0176 | — | |
| NMTR2026.05 | — | — | 0.0384 | 0.0189 | — | |
| NSED2026.05 | — | — | 0.0635 | 0.0216 | — | |
| PKEF2026.05 | — | — | 0.0502 | 0.0243 | — | |
| R-GCN2026.05 | — | — | 0.0423 | 0.0195 | — | |
| S-MBRec2026.05 | — | — | 0.044 | 0.0183 | — |