Can I read TABDIFF: Diffusion Model for Tabular Data on EtoBox?
TABDIFF: Diffusion Model for Tabular Data by lsilva171 is a document available to read on EtoBox.
What is TABDIFF: Diffusion Model for Tabular Data about?
The paper presents TAB DIFF, a novel mixed-type diffusion model designed for generating high-quality tabular data, addressing challenges posed by heterogeneous data types and complex inter-correlations. The model utilizes a continuous-time diffusion process for both numerical and categorical data, featuring learnable noise schedules and a transformer-based architecture for efficient optimization. Experimental results demonstrate that TAB DIFF outperforms existing methods, achieving significant improvements
- Author
- lsilva171
- Language
- EN