Sensors (Basel, Switzerland)
Energy-Efficient Hierarchical Federated Learning in UAV Networks with Partial AI Model Upload Under Non-Convex Loss.
Hui Li, Shiyu Wang, Yu Du, Runlei Li, Xin Fan, Chuanwen Luo
Published: 202610.3390/s26020619
Abstract
Hierarchical Federated Learning (HFL) alleviates the trade-off between communication overhead and privacy protection in mobile scenarios via multi-level aggregation and mobility consideration. However, its idealized convex loss assumption and full-di…
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