Muddling Label Regularization: Deep Learning for Tabular Datasets

8 June 2021

Papers citing "Muddling Label Regularization: Deep Learning for Tabular Datasets"

5 / 5 papers shown

Title
Why do tree-based models still outperform deep learning on tabular data? Léo Grinsztajn Edouard Oyallon Gaël Varoquaux LMTD 29 355 0 18 Jul 2022
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 27 646 0 05 Oct 2021
Muddling Labels for Regularization, a novel approach to generalization Karim Lounici Katia Méziani Benjamin Riu OOD 6 1 0 17 Feb 2021
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data Sergei Popov S. Morozov Artem Babenko LMTD 85 294 0 13 Sep 2019
A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay L. Smith 208 1,019 0 26 Mar 2018