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Click-through Rate Prediction on Movielens (test)

80.71AUCLight-FMP
71.266873.718476.1778.6216May 7, 2026

Evaluation results

MethodLinks
Light-FMPBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.0580.710.53240.708
PCABackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.0580.620.53340.7093
AutoFieldBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.0580.510.53520.7615
No SelectionBackbone=xDeepFM, Selection Type=none, Pruning Ratio=N/A2026.0580.450.53571
XGBoostBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.0579.790.54260.6849
AdaFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.0571.850.61660.3189
OptFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.0571.760.61661.3974
OptEmBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.0571.710.61681.9803
MvFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=not specified2026.0571.710.6170.3329
LassoBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.0571.630.61780.5994