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#diffusion models Open access Sep 2026

NextCrystal: a Symmetry-Driven Generative Framework for Crystal Structure Prediction

Abstract Crystal structure prediction (CSP), which aims to predict the 3D atomic arrangement of a crystal from its composition, is central to materials discovery and mechanistic understanding. Crystal symmetry plays a crucial role in CSP, but given the composition in a unit cell, existing methods either struggle with t...

Junyi Mu, Lixin He, Xudong Zhu et al. · 0 citations

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