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“One of the continuing scandals in the physical sciences is that it remains in general impossible to predict the structure of even the simplest crystalline solids” (John Maddox) OXtal is a new all-atom generative diffusion model addressing this holy grail problem
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OXtal: Generative Molecular Crystal Structure Prediction
oxtal.github.io
OXtal: Generative Molecular Crystal Structure Prediction
Michael Bronstein
🔮Introducing OXtal – a new all-atom diffusion model for crystal structure prediction! We tackle a grand challenge in computational chemistry: predicting the structure of crystalline solids directly from their chemical composition. Paper: arxiv.org/abs/2512.06987 Blog Post: oxtal.github.io 1/8
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Alex Tong