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Xiaolin Liu

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Review Open access Aug 2026

Generative Models in Inorganic Crystals Discovery and Inverse Design

A review of physically constrained, multimodal and closed‐loop workflows as the clearest route from generative crystal models to experimentally actionable candidates and defines the inverse‐design problem and main generation tasks.

Tao Li, Xiaolin Liu, Fei Wang et al. · 0 citations