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Open access Aug 2026

Enhancing materials discovery with valence-constrained design in generative modeling.

Diffusion-based deep generative models have emerged as powerful tools for inverse materials design. Yet many existing approaches overlook essential chemical constraints, such as oxidation-state balance, which can lead to chemically invalid structures. Here we introduce 'crystal generator with valence-constrained design...

Mouyang Cheng, Weiliang Luo, Hao Tang et al. · 0 citations

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