Application of Reduced-Order Models for Temporal Multiscale Representations in the Prediction of Dynamical Systems. - Elias Al Ghazal; Jad Mounayer; Beatriz Moya; Sebastian Rodriguez; Chady Ghnatios; Francisco Chinesta (CoRR, 2025)