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This article discusses the challenges and opportunities brought about by the rapid advancement of IoT and 5G technologies in the field of computing. It focuses on the need for efficient parallel and distributed algorithms in cloud, edge, and parallel computing architectures. The article also highlights the topics of interest for this Special Issue, including optimization, learning-based algorithms, resource allocation, and scalability.