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ResearchFormerly WizWand

Classification on AL (accuracy and rank)

96.3AccuracyUnivariate
86.62889.13991.6594.161Nov 10, 2023Jan 31, 2024Apr 22, 2024Jul 13, 2024Oct 3, 2024Dec 24, 2024Mar 17, 2025
Updated 6mo ago

Evaluation results

MethodLinks
UnivariateExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.32.83
1L LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.35.16
LassoNetExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.34.83
RFExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.31.75
XGBoostExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.31.91
AMExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.23.75
Deep LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1196.23.66
UnivariateFeature type=second-order features2025.0396.110
AGLFeature type=second-order features2025.0396.16.3
AMFeature type=second-order features2025.0396.16.1
Deep LassoFeature type=second-order features2025.0396.15
UnivariateExtra Features (%)=50%, Downstream Model=MLP2023.11962.66
UnivariateExtra Features (%)=75%, Downstream Model=MLP2023.11962.5
No FSFeature type=second-order features2025.03968.1
STGFeature type=second-order features2025.03968.7
AutoNFSFeature type=second-order features2025.03964.4
Deep LassoExtra Features (%)=50%, Downstream Model=MLP2023.1195.92.33
LassoExtra Features (%)=75%, Downstream Model=MLP2023.1195.94.33
No FSExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1195.96.58
1L LassoFeature type=second-order features2025.0395.97.4
LassoNetFeature type=second-order features2025.0395.97.9
AGLExtra Features (%)=50%, Downstream Model=MLP2023.1195.84.33
LassoNetExtra Features (%)=75%, Downstream Model=MLP2023.1195.84.75
XGBoostExtra Features (%)=75%, Downstream Model=MLP2023.1195.82.08
RFFeature type=second-order features2025.0395.85.6
1L LassoExtra Features (%)=75%, Downstream Model=MLP2023.1195.74.41
Deep LassoExtra Features (%)=75%, Downstream Model=MLP2023.1195.72.33
XGBoostExtra Features (%)=50%, Downstream Model=MLP2023.1195.62.33
RFExtra Features (%)=50%, Downstream Model=MLP2023.1195.52.91
LassoFeature type=second-order features2025.0395.58.8
LassoNetExtra Features (%)=50%, Downstream Model=MLP2023.1195.45.16
AGLExtra Features (%)=75%, Downstream Model=MLP2023.1195.44.33
LSpinFeature type=second-order features2025.0395.48.1
AMExtra Features (%)=50%, Downstream Model=MLP2023.1195.33.83
1L LassoExtra Features (%)=50%, Downstream Model=MLP2023.1195.24.91
LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1195.26.33
LassoExtra Features (%)=50%, Downstream Model=MLP2023.1194.95.91
RFExtra Features (%)=75%, Downstream Model=MLP2023.1194.92.91
No FSExtra Features (%)=50%, Downstream Model=MLP2023.1194.18.08
No FSExtra Features (%)=75%, Downstream Model=MLP2023.1192.57.41
ProtoGateFeature type=second-order features2025.0392.211.4
AGLExtra Features (%)=50%, Downstream Model=FT-Transformer2023.1189.95.25
XGBoostFeature type=second-order features2025.03877.4