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ResearchFormerly WizWand

Binary Classification on Higgs (test)

84.6713AUCQuantized GBDT
62.65314868.36939974.0856579.801901Jul 20, 2022Jul 30, 2022Aug 9, 2022Aug 19, 2022Aug 29, 2022Sep 8, 2022Sep 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.0784.6713
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.0784.604
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.0784.5842
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=false2022.0784.5816
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.0784.5788
XGBoostQuantization bits=32-bit2022.0784.5778
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.0784.5765
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.0784.5725
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.0784.5706
LightGBMQuantization bits=32-bit2022.0784.5694
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.0784.5587
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Stochastic, Leaf-value refitting=true2022.0784.5507
CatBoostQuantization bits=32-bit2022.0784.5425
Quantized GBDTQuantization bits=5-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.0784.382
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.0784.3482
Quantized GBDTQuantization bits=4-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.0784.0747
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=false2022.0783.6683
Quantized GBDTQuantization bits=3-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.0783.0506
DNN2022.0982.3
NODE-GA2M2022.0981.1
SIANK=52022.0980.2
SIANK=32022.0979.8
Quantized GBDTQuantization bits=2-bit, Rounding strategy=Nearest, Leaf-value refitting=true2022.0779.5991
SIANK=22022.0979.5
SIANK=12022.0977.1
XGB2022.0974
GA2M EBM2022.0969.8
SVM2022.0969.8
RF2022.0965.4
LASSO2022.0963.5