January 01, 2026 preprint Open access Physics-Consistent Neural Networks for Learning Deformation and Director Fields in Microstructured Media with Loss-Based Validation Criteria SSRN Electronic Journal DOI: 10.2139/ssrn.6471151 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 2 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Chiral Edge Current in Nematic Cell Monolayers 2022 Physical Review X article Biochemistry, Genetics and Molecular Biology Cellular Mechanics and Interactions Open access 39 citations Rediscovering Hyperelasticity by Deep Symbolic Regression 2026 International Journal for Numerical Methods in Engineering article Engineering Elasticity and Material Modeling Open access 3 citations 2 results