Recommendation on Beibei (test)
10.74HR@10CNRE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CNREType=Ours2026.01 | 10.74 | 5.23 | 23.1 | 7.58 | — | — | — | — | — | — | |
| BCIPMType=Multi-behavior2026.01 | 7.43 | 3.53 | 16.08 | 5.73 | — | — | — | — | — | — | |
| CausalDType=Causal2026.01 | 6.5 | 3.12 | 13.65 | 4.65 | — | — | — | — | — | — | |
| MBSSLType=Multi-behavior2026.01 | 6.1 | 3.44 | 11.36 | 5.95 | — | — | — | — | — | — | |
| MB-CGCNType=Multi-behavior2026.01 | 5.07 | 3.25 | 10.96 | 4.69 | — | — | — | — | — | — | |
| MBGCNType=Multi-behavior2026.01 | 3.93 | 2.19 | 8.47 | 3.15 | — | — | — | — | — | — | |
| CRGCNType=Multi-behavior2026.01 | 3.89 | 2.71 | 8.41 | 3.88 | — | — | — | — | — | — | |
| NGCF-MB2026.01 | 3.66 | 1.7 | 11.4 | 3.33 | 5.59 | 2.19 | 17.63 | 4.34 | 27.39 | 5.69 | |
| GHCF2026.01 | 3.57 | 1.24 | 8.67 | 2.33 | 5.3 | 1.67 | 14.08 | 3.2 | 23.21 | 4.48 | |
| NCF-GMF2026.01 | 3.45 | 1.61 | 8.34 | 2.66 | 4.81 | 1.96 | 12.34 | 3.3 | 24.72 | 5 | |
| BPR-MF2026.01 | 3.43 | 1.88 | 8.54 | 2.95 | 4.76 | 2.21 | 12.74 | 3.62 | 24.91 | 5.31 | |
| LightGCN2026.01 | 3.23 | 1.86 | 7.68 | 2.79 | 4.36 | 2.14 | 11.35 | 3.38 | 23.94 | 5.12 | |
| MBGCN2026.01 | 3.22 | 1.74 | 7.93 | 2.72 | 4.19 | 1.98 | 12.58 | 3.46 | 24.39 | 5.09 | |
| SWGCN-TSynergy Alignment Task=true2026.01 | 3.17 | 1.52 | 11.08 | 3.2 | 5.56 | 2.12 | 18.24 | 4.36 | 28.22 | 5.75 | |
| SWGCNSynergy Alignment Task=false2026.01 | 3.15 | 1.5 | 11.19 | 3.22 | 5.64 | 2.13 | 17.74 | 4.28 | 27.3 | 5.61 | |
| NGCF-OB2026.01 | 2.99 | 1.55 | 7.97 | 2.59 | 4.17 | 1.85 | 11.54 | 3.17 | 22.42 | 4.66 | |
| NCF-MLP2026.01 | 2.61 | 1.07 | 6.35 | 1.85 | 3.53 | 1.3 | 11 | 2.61 | 23.96 | 4.41 | |
| NMTR-GMF2026.01 | 2.57 | 1.34 | 7.68 | 2.44 | 4.18 | 1.75 | 12.19 | 3.16 | 23.61 | 4.74 | |
| NCF-NeuMF2026.01 | 2.44 | 0.95 | 6.36 | 1.75 | 3.31 | 1.17 | 11.31 | 2.55 | 24.49 | 4.38 | |
| NeuMFType=Single-behavior2026.01 | 1.61 | 0.88 | 3.48 | 1.12 | — | — | — | — | — | — |