Multi-behavior Recommendation on Jdata
57.44Hit Rate @ 10HEC-GCN+MCLMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HEC-GCN+MCLMRType=Multi-behavior + MCLMR2026.03 | 57.44 | 35.48 | 76.22 | 39.96 | |
| BCIPM+MCLMRType=Multi-behavior + MCLMR2026.03 | 55.75 | 33.81 | 76.55 | 38.75 | |
| NSEDType=Multi-behavior Baselines2026.03 | 55.19 | 33.78 | 73.92 | 38.2 | |
| HEC-GCNType=Multi-behavior + MCLMR2026.03 | 54.63 | 33.6 | 74.26 | 38.26 | |
| MB-HGCNType=Multi-behavior Baselines2026.03 | 53.38 | 32.38 | 77.49 | 38.04 | |
| CMSRType=Integrated Causal Multi-behavior2026.03 | 51.17 | 30.95 | 72.76 | 37.13 | |
| LightGCN+MCLMRType=Single-behavior Baselines2026.03 | 50.26 | 29.14 | 75.37 | 35.03 | |
| CRGCN+MCLMRType=Multi-behavior + MCLMR2026.03 | 50.03 | 30.54 | 70.07 | 35.21 | |
| CVIDType=Integrated Causal Multi-behavior2026.03 | 42.58 | 24.24 | 66.85 | 29.79 | |
| CRGCNType=Multi-behavior + MCLMR2026.03 | 42.34 | 24.79 | 67.49 | 30.64 | |
| S-MBRecType=Multi-behavior Baselines2026.03 | 41.25 | 27.79 | 60.36 | 32.03 | |
| BCIPMType=Multi-behavior + MCLMR2026.03 | 38.51 | 21.58 | 62.64 | 27.11 | |
| NMTRType=Multi-behavior Baselines2026.03 | 31.42 | 17.17 | 52.27 | 21.98 | |
| GNMRType=Multi-behavior Baselines2026.03 | 30.68 | 15.81 | 46.07 | 20.29 | |
| LightGCNType=Single-behavior Baselines2026.03 | 29.32 | 16.97 | 53.74 | 22.46 | |
| MBGCNType=Multi-behavior Baselines2026.03 | 28.03 | 15.72 | 50.45 | 19.84 | |
| RGCNType=Multi-behavior Baselines2026.03 | 24.06 | 14.44 | 48.73 | 18.91 | |
| NCFType=Single-behavior Baselines2026.03 | 20.9 | 14.1 | 29.34 | 15.99 | |
| MF-BPRType=Single-behavior Baselines2026.03 | 18.5 | 12.38 | 26.52 | 14.17 |