Structure Over Nonlinearity: Explicit Interaction Architectures for Dynamical Learning

Most learning architectures for dynamical systems rely on generic nonlinear function approximation, often requiring high model complexity to capture structured behaviors. In this work, we propose an alternative paradigm in which modeling capability arises primarily from structure rather than from ex...