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In the constantly evolving world of 5G and Beyond-Radio Access Networks (B-RAN), dynamic pricing techniques are crucial for ensuring competitive fairness and network profitability. The Smart Pricing Module (SPM) is an innovative AI-driven NANCY subsystem that calculates the best pricing policy for network providers. The SPM, based on auction theory and reinforcement learning, allows suppliers to dynamically modify pricing while maximizing efficiency and profit.

As 6G looms on the horizon, the complexity of resource management has grown exponentially. In Open Radio Access Networks (O-RAN), virtualized Radio Access Networks (vRANs) must efficiently allocate both radio and computational resources to meet diverse performance requirements.