Maximizing the Potential of Synthetic Data: Insights from Random Matrix Theory - El Firdoussi, Aymane; Seddik, Mohamed El Amine; Hayou, Soufiane; Alami, Reda; Alzubaidi, Ahmed; Hacid, Hakim (International Conference on Learning Representations, 2025)