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A. Ramadan

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Open access Jul 2026

Generative and multimodal AI for materials prediction and design: progress, challenges, and perspectives

A materials property hierarchy is introduced, from intrinsic, composition-determined properties to extrinsic, processing-dependent performance, to clarify deployment constraints and distinguish structural, physical and deployment novelty.

Xianyuan Liu, Charles Anjah, Benjamin E. Jolly et al. · 0 citations