Kishore Basu

LassoFlexNet: a Flexible Neural Architecture for Tabular Data

Deep neural networks excel in vision, language, and audio, yet continue to underperform relative to tree-based models on tabular data. We identify and extend inductive biases crucial for tabular learning—robustness to irrelevant features, axis alignment, localized irregularities, feature heterogenei…