On Embeddings for Numerical Features in Tabular Deep Learning

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On Embeddings for Numerical Features in Tabular Deep Learning

10 March 2022

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Papers citing "On Embeddings for Numerical Features in Tabular Deep Learning"

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Title
Why do tree-based models still outperform deep learning on tabular data? Léo Grinsztajn Edouard Oyallon Gaël Varoquaux LMTD 99 374 0 18 Jul 2022
Revisiting Pretraining Objectives for Tabular Deep Learning Ivan Rubachev Artem Alekberov Yu. V. Gorishniy Artem Babenko LMTD 58 47 0 07 Jul 2022
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. Bayan Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 141 64 0 30 Jun 2022
TabText: A Flexible and Contextual Approach to Tabular Data Representation Kimberly Villalobos Carballo Liangyuan Na Yu Ma L. Boussioux C. Zeng L. Soenksen Dimitris Bertsimas LMTD 73 7 0 21 Jun 2022
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 150 708 0 05 Oct 2021