catalyst-discovery

This paper presents CatDT, a self-evolving multi-agent digital twin that autonomously predicts heterogeneous catalyst properties from bulk crystal and reaction description, achieving experimental accuracy across seven benchmarks and discovering non-precious catalyst candidates for propane dehydrogenation.