Physics-Consistent Neural Networks for Learning Deformation and Director Fields in Microstructured Media with Loss-Based Validation Criteria. - Milad Shirani; Pete H. Gueldner; Murat Khidoyatov; Jeremy L. Warren; Federica Ninno (CoRR, 2026)