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Property-Guided Diffusion for Inverse Design of Crystalline Materials

cond-mat.mtrl-sci · 2026-07-23 · conditional · novelty 4.0

An adapter-based classifier-free guidance framework steers a pre-trained crystal diffusion model toward target properties and higher symmetry, with MLIP-based screening reporting modest success rates for stable magnetic and hard materials.

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  • Property-Guided Diffusion for Inverse Design of Crystalline Materials cond-mat.mtrl-sci · 2026-07-23 · conditional · none · ref 21

    An adapter-based classifier-free guidance framework steers a pre-trained crystal diffusion model toward target properties and higher symmetry, with MLIP-based screening reporting modest success rates for stable magnetic and hard materials.