Physics-Guided Diffusion Models for Inverse Design of Disordered Metamaterials

An npj Computational Materials article on physics-guided diffusion models for inverse design of disordered metamaterials.

This paper studies diffusion-based generative modeling for inverse design in disordered metamaterial systems.

Xie, Z., Xu, W., Zhao, D., Zhang, W., Dong, D., Xu, B., Liu, N., Mao, S., and Xue, T. (2026). "Physics-guided diffusion models for inverse design of disordered metamaterials." npj Computational Materials.

Paper · arXiv