Rafael Costa, Rafael Pregardier, Isabel Reinheimer, Carlos Poli-de-Figueiredo, and Luis Silva. 2025. Integration of Generative Adversarial Networks, Transformers, and Semi-Supervised Learning for Synthetic Tabular Data Generation. In Proceedings of the 1st Southern Regional School on Machine Learning and Artificial Intelligence, November 12, 2025, Porto Alegre/RS, Brasil. SBC, Porto Alegre, Brasil, 244-247. DOI: https://doi.org/10.5753/eramiars.2025.16622.