How Usable is Automated Feature Engineering for Tabular Data?

Bastian Schäfer; Lennart Purucker; Maciej Janowski; Frank Hutter

How Usable is Automated Feature Engineering for Tabular Data?

Bastian Schäfer, Lennart Purucker, Maciej Janowski, Frank Hutter

Published: 29 Aug 2025, Last Modified: 04 Sept 2025AutoML 2025 Non-Archival Content TrackEveryoneRevisionsBibTeXCC BY 4.0

Submission Type: Short paper

Tldr: Our survey of 53 automated feature engineering methods shows, that they are often unusable in practice, lacking documentation and do not support resource constraints.

Submission Number: 16

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