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ResearchFormerly WizWand

Classification on medium-sized classification datasets

78.58AccuracyCatBoost
76.577.0477.5878.12Dec 21, 2024
Updated 8mo ago

Evaluation results

MethodLinks
CatBoostHyperparameters setting=optimal, Inference time (sec.)=N/A2024.1278.58
XGBoostHyperparameters setting=optimal, Inference time (sec.)=0.00142024.1278.48
LightGBMHyperparameters setting=optimal, Inference time (sec.)=N/A2024.1278.38
DOFENHyperparameters setting=optimal, FLOPs (M)=0.2093, Parameters (M)=0.0437, Inference time (sec.)=0.02132024.1278.05
TromptHyperparameters setting=optimal, FLOPs (M)=38.7712, Parameters (M)=2.0398, Inference time (sec.)=0.02022024.1277.97
CatBoostHyperparameters=default, Inference time (sec.)=0.00292024.1277.77
LightGBMHyperparameters=default, Inference time (sec.)=0.00162024.1277.57
DOFENHyperparameters=default, FLOPs (M)=0.1845, Parameters (M)=0.0140, Inference time (sec.)=0.01252024.1277.25
XGBoostHyperparameters=default, Inference time (sec.)=0.00152024.1277.17
TromptHyperparameters=default, FLOPs (M)=53.2127, Parameters (M)=3.8608, Inference time (sec.)=0.02252024.1277.04
FT-TransformerHyperparameters setting=optimal, FLOPs (M)=6.0696, Parameters (M)=0.2514, Inference time (sec.)=0.00612024.1276.86
NODEHyperparameters setting=optimal, FLOPs (M)=3.2860, Parameters (M)=2.6778, Inference time (sec.)=0.00332024.1276.77
FT-TransformerHyperparameters=default, FLOPs (M)=3.3147, Parameters (M)=0.0908, Inference time (sec.)=0.00582024.1276.62
NODEHyperparameters=default, FLOPs (M)=0.8299, Parameters (M)=0.7525, Inference time (sec.)=0.00412024.1276.58