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This article discusses the combination of complex network modeling and deep learning algorithms in the field of artificial intelligence. It highlights the benefits of this approach, such as improved explainability and suitability for various applications, and mentions some challenges that still need to be addressed. The Special Issue is open for contributions on this topic.