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The success of the upcoming 6G systems will largely depend on the quality of the Network Intelligence (NI) that will fully automate network management. Artificial Intelligence (AI) models are commonly regarded as the cornerstone for NI design, as they have proven extremely successful at solving hard problems that require inferring complex relationships from entangled, massive (network traffic) data. However, the common approach of plugging 'vanilla' AI models into controllers and orchestratorsdoi:10.5281/zenodo.5524560 fatcat:e7eq7xfrvbaqxomrfnlvwcpoai