Algebraic language models for inverse design of metamaterials via diffusion transformers

Nature Machine Intelligence, Published online: 23 April 2026; doi:10.1038/s42256-026-01218-8 Architected materials are ubiquitous, yet their design remains constrained by complex structure-property relationships. Zheng use diffusion models and a novel algebraic language to rapidly design shell structures with precisely tailored, exceptional mechanical properties.