Regularization Learning Networks: Deep Learning for Tabular Datasets

Ira Shavitt, Eran Segal

Despite their impressive performance, Deep Neural Networks (DNNs) typically underperform Gradient Boosting Trees (GBTs) on many tabular-dataset learning tasks. We propose that appl…