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This article discusses the integration of complex networks and artificial intelligence in various fields, with a focus on the theory of information and entropy. It highlights the use of these concepts in community detection, understanding networks generated by sequences, and the application of machine learning tools in Science of Science. The Special Issue invites submissions that merge these approaches and use statistical methods to analyze and interpret complex systems.