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Mobile Network Operators (MNOs) are in process of overlaying theirconventional macro cellular networks with shorter range cells such as outdoorpico cells. The resultant increase in network complexity creates substantialoverhead in terms of operating expenses, time, and labor for their planning andmanagement. Artificial intelligence (AI) offers the potential for MNOs tooperate their networks in a more organic and cost-efficient manner. We arguethat deploying AI in 5G and Beyond will require surmounting significanttechnical barriers in terms of robustness, performance, and complexity. Weoutline future research directions, identify top 5 challenges, and present apossible roadmap to realize the vision of AI-enabled cellular networks forBeyond-5G and 6G.

Artificial Intelligence-Enabled Cellular Networks: A Critical Path to Beyond-5G and 6G