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Yuan-Kun Xia

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Preprint Oct 2026

Communication-Efficient Federated Domain Generalization in Edge Networks via Dynamic Prototype Regulation

Federated learning (FL) is a distributed paradigm for Internet of Things (IoT) edge networks. However, deploying Vision-Language Models (VLMs) over wireless edge networks presents distinct challenges: large model parameters increase uplink transmission latency over bandwidth-constrained fading channels, and non-indepen...

Yuan-Kun Xia, Hui Wang, Ling Yuan et al. · 0 citations