Recommendation on Baby (HR@K/N@K)
10.29HR@10Jacobi
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| JacobiScenario=Dual-Branch2026.04 | 10.29 | — | 0.0358 | 0.045 | |
| Lin-CScenario=Heterogeneous2026.04 | 6.66 | 10.44 | 0.0361 | 0.0458 | |
| ASPIREScenario=Heterogeneous2026.04 | 6.66 | 10.27 | 0.0361 | 0.0454 | |
| ASPIREScenario=Dual-Branch2026.04 | 6.59 | 10.21 | 0.0354 | 0.0447 | |
| JacobiScenario=Heterogeneous2026.04 | 6.54 | 9.96 | 0.0358 | 0.0446 | |
| Lin-CScenario=Dual-Branch2026.04 | 6.42 | 9.74 | 0.0347 | 0.0432 | |
| L-nScenario=Dual-Branch2026.04 | 6.4 | 9.85 | 0.0345 | 0.0433 | |
| Avg-PScenario=Dual-Branch2026.04 | 6.3 | 9.67 | 0.0343 | 0.0429 | |
| Avg-PScenario=Heterogeneous2026.04 | 6.27 | 9.9 | 0.0337 | 0.043 | |
| MuSTRec-SType=Multimodal Sequential2026.02 | 6.15 | 9.39 | 3.46 | 4.27 | |
| MuSTRecType=Multimodal Sequential2026.02 | 5.89 | 8.51 | 3.32 | 3.98 | |
| L-nScenario=Heterogeneous2026.04 | 5.76 | 9.22 | 0.0312 | 0.0401 | |
| JacobiScenario=Homogeneous2026.04 | 5.66 | 8.73 | 0.0306 | 0.0385 | |
| Naive-LScenario=Dual-Branch2026.04 | 5.57 | 8.66 | 0.0305 | 0.0384 | |
| ASPIREScenario=Homogeneous2026.04 | 5.5 | 8.71 | 0.0297 | 0.038 | |
| Avg-PScenario=Homogeneous2026.04 | 5.43 | 8.51 | 0.0293 | 0.0372 | |
| Lin-CScenario=Homogeneous2026.04 | 5.42 | 8.5 | 0.0292 | 0.0372 | |
| Naive-LScenario=Heterogeneous2026.04 | 5.38 | 8.33 | 0.0293 | 0.0369 | |
| L-nScenario=Homogeneous2026.04 | 5.36 | 8.31 | 0.0289 | 0.0365 | |
| BSARecType=Sequential2026.02 | 5.08 | 7.6 | 2.82 | 3.46 | |
| FEARecType=Sequential2026.02 | 4.82 | 7.36 | 2.6 | 3.24 | |
| Naive-LScenario=Homogeneous2026.04 | 4.5 | 6.9 | 0.0246 | 0.0307 | |
| LGMRecType=Multimodal2026.02 | 4.23 | 6.73 | 2.21 | 2.83 | |
| L-0Scenario=Homogeneous2026.04 | 4.17 | 6.38 | 0.0227 | 0.0284 | |
| L-0Scenario=Heterogeneous2026.04 | 4.17 | 6.38 | 0.0227 | 0.0284 | |
| L-0Scenario=Dual-Branch2026.04 | 4.17 | 6.38 | 0.0227 | 0.0284 | |
| MGCNType=Multimodal2026.02 | 4.14 | 6.54 | 2.2 | 2.81 | |
| FREEDOMType=Multimodal2026.02 | 4.09 | 6.8 | 2.09 | 2.77 | |
| BERT4RecType=Sequential2026.02 | 4.06 | 6.48 | 2.06 | 2.67 | |
| GRCNType=Multimodal2026.02 | 3.81 | 5.93 | 1.99 | 2.52 | |
| LightGCNType=N/A2026.02 | 3.43 | 5.58 | 1.77 | 2.32 | |
| FMLPRecType=Sequential2026.02 | 3.13 | 5.27 | 1.57 | 2.11 | |
| SASRecType=Sequential2026.02 | 3.1 | 5.11 | 1.63 | 2.13 | |
| VBPRType=Multimodal2026.02 | 2.92 | 4.79 | 1.5 | 1.96 | |
| MMGCNType=Multimodal2026.02 | 2.91 | 4.64 | 1.4 | 1.84 | |
| BPRType=N/A2026.02 | 2.59 | 4.38 | 1.33 | 1.78 |