In this special issue titled “Advances in Modern Mathematics and Computational Methods”, we explore how mathematical concepts relate to their applications across various fields, including Nonlinear Analysis and Modeling, Nonlinear Dynamics and Applications, and Computational Nonlinear Mathematics. The theme unites efforts across various branches of mathematics, demonstrating the field’s diversity and evolution.