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ResearchFormerly WizWand

Dimension Selection on Criteo

80.14AUCNo_Select
69.625672.355375.08577.8147Mar 12, 2025May 25, 2025Aug 7, 2025Oct 20, 2025Jan 2, 2026Mar 17, 2026May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
No_SelectTarget DR=50%2025.0380.14
No_SelectTarget DR=25%2025.0380.14
No_SelectTarget DR=10%2025.0380.14
No_SelectCategory=-, Target Retention Ratio (FR)=50%2025.0380.14
No_SelectCategory=-, Target Retention Ratio (FR)=25%2025.0380.14
No_SelectRatio (FR)=50%2026.0580.14
No_SelectRatio (FR)=25%2026.0580.14
ShuffleGateTarget DR=50%2025.0380.11
DimRegTarget DR=50%2025.0380.1
AutoDimTarget DR=50%2025.0380.09
SSEDSTarget DR=50%2025.0380.06
ShuffleGateTarget DR=25%2025.0380
DimRegTarget DR=25%2025.0379.96
SSEDSTarget DR=25%2025.0379.91
ShuffleGateCategory=Ours, Target Retention Ratio (FR)=50%2025.0379.84
LeAPRatio (FR)=50%2026.0579.84
SHARKCategory=Permutation, Target Retention Ratio (FR)=50%2025.0379.74
AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0379.74
SHARKRatio (FR)=50%2026.0579.74
AutoFieldRatio (FR)=50%2026.0579.74
SFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0379.69
SFSRatio (FR)=50%2026.0579.69
ShuffleGateTarget DR=10%2025.0379.46
LPFSCategory=Mask-based, Target Retention Ratio (FR)=50%2025.0379.44
LPFSRatio (FR)=50%2026.0579.44
DimRegTarget DR=10%2025.0379.31
RFCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0379.21
RFRatio (FR)=50%2026.0579.21
SSEDSTarget DR=10%2025.0378.8
ShuffleGateCategory=Ours, Target Retention Ratio (FR)=25%2025.0378.41
LeAPRatio (FR)=25%2026.0578.41
AutoFieldCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0377.38
AutoFieldRatio (FR)=25%2026.0577.38
SHARKCategory=Permutation, Target Retention Ratio (FR)=25%2025.0377.17
SHARKRatio (FR)=25%2026.0577.17
XGBoostCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0376.82
XGBoostRatio (FR)=50%2026.0576.82
RFCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0376.26
RFRatio (FR)=25%2026.0576.26
LPFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0376.09
LPFSRatio (FR)=25%2026.0576.09
SFSCategory=Mask-based, Target Retention Ratio (FR)=25%2025.0375.69
SFSRatio (FR)=25%2026.0575.69
LassoCategory=Heuristic, Target Retention Ratio (FR)=50%2025.0374.62
LassoRatio (FR)=50%2026.0574.62
XGBoostCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0371.57
XGBoostRatio (FR)=25%2026.0571.57
LassoCategory=Heuristic, Target Retention Ratio (FR)=25%2025.0370.03
LassoRatio (FR)=25%2026.0570.03