Crystal
Summary
Crystal is an AI-powered tool that instantly identifies rocks, crystals, and gemstones.
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LapidaryEngine is a new AI model that enables fully conversational generation of crystal materials from free-form natural language, using a pivot representation for bidirectional translation and iterative refinement. It outperforms existing text-to-crystal systems by allowing intuitive, dialogue-like interaction.
CrystalReasoner: Reasoning and RL for Property-Conditioned Crystal Structure Generation
CrystalReasoner is an LLM framework that generates crystal structures from natural language by using physical priors as thinking tokens and reinforcement learning to ensure validity, stability, and property-conditioned generation.
@xbresson: How do we design materials with AI? Excited to introduce Crys-JEPA, a new generative technique in collaboration w/ @liu…
Crys-JEPA introduces a joint embedding predictive architecture for crystals that learns an energy-aware latent space, achieving significant improvements in stability and novelty for de novo crystal discovery.
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