Click-through Rate Prediction on Movielens (test)
80.71AUCLight-FMP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Light-FMPBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 80.71 | 0.5324 | 0.708 | |
| PCABackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 80.62 | 0.5334 | 0.7093 | |
| AutoFieldBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 80.51 | 0.5352 | 0.7615 | |
| No SelectionBackbone=xDeepFM, Selection Type=none, Pruning Ratio=N/A2026.05 | 80.45 | 0.5357 | 1 | |
| XGBoostBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 79.79 | 0.5426 | 0.6849 | |
| AdaFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 71.85 | 0.6166 | 0.3189 | |
| OptFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 71.76 | 0.6166 | 1.3974 | |
| OptEmBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 71.71 | 0.6168 | 1.9803 | |
| MvFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=not specified2026.05 | 71.71 | 0.617 | 0.3329 | |
| LassoBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 71.63 | 0.6178 | 0.5994 |