A cluster contribution threshold plus PPO-based power and update-frequency allocation improves simulated FL accuracy by roughly 3-6% over baselines in non-IID wireless settings.
Adaptive control of local updating and model compression for efficient federated learning,
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Cluster-Aware Multi-Round Update for Wireless Federated Learning in Heterogeneous Environments
A cluster contribution threshold plus PPO-based power and update-frequency allocation improves simulated FL accuracy by roughly 3-6% over baselines in non-IID wireless settings.