Publications

A collection of my research work.

Joint Class-Balanced Client Selection and Bandwidth Allocation for Cost-Efficient Federated Learning in Mobile Edge Computing Networks

Joint Class-Balanced Client Selection and Bandwidth Allocation for Cost-Efficient Federated Learning in Mobile Edge Computing Networks

Jian Tang, Xiuhua Li, Hui Li, Penghua Li, Xiaofei Wang, Victor C. M. Leung

IEEE Trans. Mobile Comput. 2025

This paper proposes a joint class-balanced client selection and bandwidth allocation scheme to minimize the overall cost of federated learning in mobile edge computing networks while ensuring model performance.

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Group-based Federated Learning with Cost-efficient Sampling Mechanism in Mobile Edge Computing Networks

Group-based Federated Learning with Cost-efficient Sampling Mechanism in Mobile Edge Computing Networks

Jian Tang, Xiuhua Li, Guozeng Xu, Penghua Li, Xiaofei Wang, Victor C. M. Leung

IEEE Trans. Mob. Comput. 2025

10.1109/TMC.2025.3608024

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Energy-Efficient Client Sampling for Federated Learning in Heterogeneous Mobile Edge Computing Networks

Jian Tang, Xiuhua Li, Hui Li, Min Xiong, Xiaofei Wang, Victor C. M. Leung

Proc. IEEE ICC 2024

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