Aron Walsh

AI-generated materials can now be reliably filtered for chemical plausibility, ensuring that generative models produce compositions grounded in realistic oxidation states.

Generative models for crystal design are largely recycling known structures, with 81-92% of outputs being duplicates or substitution variants.