Recommendation on Amazon-Books weak generalization (R@20, N@20)
7.51R@20DLAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DLAEModel Category=LAE-based models2026.03 | 7.51 | 6.1 | |
| DEQL(L2)Model Category=LAE-based models2026.03 | 7.51 | 6.13 | |
| ELSAModel Category=LAE-based models2026.03 | 7.19 | 5.94 | |
| EDLAEModel Category=LAE-based models2026.03 | 7.11 | 5.66 | |
| DEQL(L2+zero-diag)Model Category=LAE-based models2026.03 | 7.11 | 5.67 | |
| EASEModel Category=LAE-based models2026.03 | 7.1 | 5.66 | |
| DEQL(plain)Model Category=LAE-based models2026.03 | 6.95 | 5.37 | |
| SSM (GNN)Model Category=Deep learning based models2026.03 | 5.9 | 4.59 | |
| SimpleXModel Category=Deep learning based models2026.03 | 5.83 | 4.68 | |
| SGL-EDModel Category=Deep learning based models2026.03 | 4.78 | 3.79 | |
| SSM (MF)Model Category=Deep learning based models2026.03 | 4.73 | 3.67 | |
| DGCFModel Category=Deep learning based models2026.03 | 4.22 | 3.24 | |
| LightGCNModel Category=Deep learning based models2026.03 | 4.11 | 3.15 | |
| PinSageModel Category=Deep learning based models2026.03 | 2.82 | 2.19 |