A fine-tuned wireless foundation model provides channel embeddings that feed a DDPG agent, which reportedly improves spectral efficiency over DRL with raw CSI and over beam sweeping in DeepMIMO simulation.
Cooperative Hierarchical Deep Reinforcement Learning Based Joint Sleep and Power Control in RIS-Aided Energy-Efficient RAN,
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Foundation Model-Aided Deep Reinforcement Learning for RIS-Assisted Wireless Communication
A fine-tuned wireless foundation model provides channel embeddings that feed a DDPG agent, which reportedly improves spectral efficiency over DRL with raw CSI and over beam sweeping in DeepMIMO simulation.