Mathematics and Mechanics of Solids, Ahead of Print.
Neural constitutive models have recently emerged as powerful tools for data-driven continuum mechanics, yet their integration into higher-order theories remains largely empirical and often lacks structural guarantees. In this work, we develop a rigorous ...