The main goal is to consider the problem of modeling cross–border innovations in the Russian-Chinese border area and to develop priority areas in the field of strategic planning of international cooperation in foreign economic public discourse. The theoretical and methodological basis of the research uses the methodological holism of digital humanities, including a new interpretation of works on economic sociology and demography, international division of labor and cooperation, cognitive modeling and mapping, political science, social economics and foreign economic media linguistics, regional studies, Russian and Chinese studies, discursology, machine learning and semantic analysis. The main objectives of the study are to identify semantic vertices in the strategic infrastructure of the cross-border region of Russia and China with modeling of the upper-level architecture with the sequential disclosure of individual sublevels and blocks with parameterizing markers, which allows us to determine the emphasis on the carrier modules in the proposed model. The results of the work result in the development of links in the innovative system of international cooperation based on the theory of metagraphs in order to improve the efficiency of international cross-border transport routes of various types in the Russian-Chinese border area.