HIGHLIGHTS
· The CRR activity of carbon-based materials embedded with metal sites is investigated.
· The product selectivity can be significantly improved by constructing bimetallic atom sites.
· The bimetallic atom supported graphdiynes are proved to be promising catalysts for CRR.
· The metal-supports interaction is mainly related to the charge transfer behavior from metal sites to supports.
· The adsorption and catalytic performance can be efficiently improved by tuning metal-supports interaction.

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