A graph reinforcement learning load balancer for multi-band O-RAN reduces QoS violations by 53% and increases the 5th percentile best-effort rate fourfold in simulation.
Practical Load Balancing Algorithm for 5G Small Cell Networks Based on Real- World 5G Traffic and O-RAN Architecture,
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Graph Reinforcement Learning for QoS-Aware Load Balancing in Open Radio Access Networks
A graph reinforcement learning load balancer for multi-band O-RAN reduces QoS violations by 53% and increases the 5th percentile best-effort rate fourfold in simulation.