92 citations · 117 across the 8 of their papers we have counts for
3 papers · 1 filter
LassoFlexNet: Flexible Neural Architecture for Tabular Data
Kry Yik Chau Lui, Cheng Chi, Kishore Basu +1
Despite their dominance in vision and language, deep neural networks often underperform relative to tree-based models on tabular data. To bridge this gap, we incorporate five key i…
Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds
Kry Yik Chau Lui, Gavin Weiguang Ding, Ruitong Huang +1
In this paper, we investigate Dimensionality reduction (DR) maps in an information retrieval setting from a quantitative topology point of view. In particular, we show that no DR m…
Implicit Manifold Learning on Generative Adversarial Networks
Kry Yik Chau Lui, Yanshuai Cao, Maxime Gazeau +1
This paper raises an implicit manifold learning perspective in Generative Adversarial Networks (GANs), by studying how the support of the learned distribution, modelled as a subman…