DynaCrys model generates novel crystalline materials using diffusion

Researchers have developed DynaCrys, a novel generative model designed to create new crystalline materials. This model uniquely integrates the discrete nature of crystallographic symmetry with elemental composition and continuous geometry through a coupled symbolic diffusion process. DynaCrys demonstrates superior performance in discovering stable, unique, and novel crystals, outperforming existing methods in symmetry-aware discovery and generating structures with minimal post-relaxation displacement. AI

IMPACT This model could accelerate the discovery of new materials with desired properties by efficiently exploring vast compositional and structural spaces.

RANK_REASON The cluster contains a research paper detailing a new generative model for crystal generation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

• alphaXiv
• arXiv
• CatalyzeX
• DagsHub
• DynaCrys
• Gotit.pub
• Hugging Face
• IArxiv
• ScienceCast

• paper
• model release

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →