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ResearchFormerly WizWand

Classification on AL 50% corrupted features (50% noise)

96.3AccuracyUnivariate + FT
89.64491.37293.194.828Mar 21, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Univariate + FTFeature Selection=Univariate, Downstream Model=FT-Transformer2026.0396.3
XGBoost + FTFeature Selection=XGBoost, Downstream Model=FT-Transformer2026.0396.3
UnivariateDownstream Model=FT2026.0396.3
1L LassoDownstream Model=FT2026.0396.3
LassoNetDownstream Model=FT2026.0396.3
XGBoostDownstream Model=FT2026.0396.3
1L Lasso + FTFeature Selection=1L Lasso, Downstream Model=FT-Transformer2026.0396.2
LassoNet + FTFeature Selection=LassoNet, Downstream Model=FT-Transformer2026.0396.2
AM + FTFeature Selection=AM, Downstream Model=FT-Transformer2026.0396.2
RF + FTFeature Selection=RF, Downstream Model=FT-Transformer2026.0396.2
AMDownstream Model=FT2026.0396.2
RFDownstream Model=FT2026.0396.2
Deep LassoDownstream Model=FT2026.0396.2
LassoFlexNetFeature Selection=End-to-end2026.0396.2
Deep Lasso + FTFeature Selection=Deep Lasso, Downstream Model=FT-Transformer2026.0396.1
No FS + FTFeature Selection=None, Downstream Model=FT-Transformer2026.0396
LassoFlexNetFeature Selection=End-to-end2026.0396
UnivariateDownstream Model=MLP2026.0396
Deep LassoDownstream Model=MLP2026.0395.9
No FSDownstream Model=FT2026.0395.9
AGLDownstream Model=MLP2026.0395.8
XGBoostDownstream Model=MLP2026.0395.6
Univariate + MLPFeature Selection=Univariate, Downstream Model=MLP2026.0395.5
Lasso + MLPFeature Selection=Lasso, Downstream Model=MLP2026.0395.5
1L Lasso + MLPFeature Selection=1L Lasso, Downstream Model=MLP2026.0395.5
LassoNet + MLPFeature Selection=LassoNet, Downstream Model=MLP2026.0395.5
AM + MLPFeature Selection=AM, Downstream Model=MLP2026.0395.5
Deep Lasso + MLPFeature Selection=Deep Lasso, Downstream Model=MLP2026.0395.5
RFDownstream Model=MLP2026.0395.5
XGBoost + MLPFeature Selection=XGBoost, Downstream Model=MLP2026.0395.4
LassoNetDownstream Model=MLP2026.0395.4
AGL + MLPFeature Selection=AGL, Downstream Model=MLP2026.0395.3
AMDownstream Model=MLP2026.0395.3
Lasso + FTFeature Selection=Lasso, Downstream Model=FT-Transformer2026.0395.2
1L LassoDownstream Model=MLP2026.0395.2
LassoDownstream Model=FT2026.0395.2
RF + MLPFeature Selection=RF, Downstream Model=MLP2026.0395.1
LassoDownstream Model=MLP2026.0394.9
No FS + MLPFeature Selection=None, Downstream Model=MLP2026.0394.6
No FSDownstream Model=MLP2026.0394.1
AGL + FTFeature Selection=AGL, Downstream Model=FT-Transformer2026.0390.6
AGLDownstream Model=FT2026.0389.9