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rtdl's Introduction

Research on Tabular Deep Learning

Project status (as of September 2, 2023):

  • The table below is up-to-date.
  • News about the rtdl package coming soon, stay tuned!
    • Please note that the code in the "main" branch not released to PyPI is unstable and should not be used

To receive notifications about our new papers, packages and projects on tabular deep learning, subscribe to releases in the GitHub interface ("Watch -> Custom -> Releases").

Feel free to report issues and post questions/feedback/ideas.

Our projects on tabular deep learning:

Name Year Link
TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning 2023 arXiv
TabDDPM: Modelling Tabular Data with Diffusion Models 2022 arXiv
Revisiting Pretraining Objectives for Tabular Deep Learning 2022 arXiv
On Embeddings for Numerical Features in Tabular Deep Learning 2022 arXiv
Revisiting Deep Learning Models for Tabular Data 2021 arXiv
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data 2019 arXiv

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