DOI: 10.1039/d6dd00313c ISSN: 2635-098X

Agentic design of compositional descriptors via autoresearch for materials science applications

Matteo Cobelli, Stefano Sanvito

AUTOMAT uses an LLM coding agent to propose, implement, and test composition-only descriptors for materials-property prediction, yielding interpretable features and a traceable record of the chemical ideas explored and refined.

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