Ning Liu

Physics-guided diffusion models for inverse design of disordered metamaterials

Disordered metamaterials are promising for programming physical properties, yet their inverse design remains challenging due to the non-intuitive structure-property relationships. Recent generative approaches, particularly diffusion models, have shown potential in high-dimensiona...