Prototype-guided transfer of sparse literature knowledge for electrolyte additive discovery
A prototype-guided molecular intelligence, ProtoMI, is developed, a literature-driven framework that learns transferable structural priors from reported electrolyte additives and uses them to prioritize candidates in unlabeled chemical space.
Weixiang Hong, Hongxuan Du, Jia-Yue Tang et al.
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