Geometry-Aware Tabular Diffusion

Geometry-Aware Tabular Diffusion (GATD) is introduced to improve tabular synthesis by augmenting denoisers with pairwise angles and lengths computed from column value differences. It achieves state-of-the-art performance with fewer parameters, reducing Shape and Trend error, and showing that explicit relational supervision drives the gains.