Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Jul 4, 2023 · Artificial Intelligence

FedMRL: Federated Meta Reinforcement Learning for Cold-Start Slice Resource Management

FedMRL tackles the cold‑start problem of network‑slice resource orchestration by combining federated learning with meta‑reinforcement learning, using a two‑loop training process that preserves SP data privacy and consistently outperforms TUNE, TDSC, and IOSP across diverse 6G network conditions.

6GFederated LearningMAML
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FedMRL: Federated Meta Reinforcement Learning for Cold-Start Slice Resource Management