G. T. Woo

Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis

2025 · Proceedings of the AAAI Conference on Artificial Intelligence

In this paper, our goal is to generate synthetic data for heterogeneous (mixed-type) tabular datasets with high machine learning utility (MLu). Since the MLu performance depends on accurately approximating the conditional distributions, we focus on …