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Image Credit: Arxiv

Wyckoff Transformer: Generation of Symmetric Crystals

  • Symmetry rules that atoms obey when they bond together to form an ordered crystal play a fundamental role in determining their properties.
  • Generating stable crystal structures is still a challenge due to a lack of accounting for symmetry rules.
  • WyFormer is a generative model for materials that accounts for space group symmetry by using Wyckoff positions.
  • WyFormer demonstrates best-in-class symmetry-conditioned generation, physics-motivated bias, stability, material property prediction, and fast inference.

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