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Home/Authors/Akim Kotelnikov

Akim Kotelnikov

1 indexed paper

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Publications per year

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26

Top categories

ML×1

Frequent co-authors

Yury Gorishniy1×
Ivan Rubachev1×
Artem Babenko1×

Research Timeline

2026
TabPack: Efficient Hyperparameter Ensembles for Tabular Deep Learning

This paper introduces TabPack, an efficient MLP ensemble for tabular data that samples and trains MLPs with different hyperparameters in parallel and selects ensemble members on-the-fly during training, reducing the need for traditional hyperparameter tuning.

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Papers

cs.LGEmpiricalRecentJul 6, 2026

TabPack: Efficient Hyperparameter Ensembles for Tabular Deep Learning

Yury Gorishniy, Akim Kotelnikov, Ivan Rubachev, Artem Babenko

This paper introduces TabPack, an efficient MLP ensemble for tabular data that samples and trains MLPs with different hyperparameters in parallel and selects ensemble members on-the-fly during trainin…

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