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Haijun Zhang

2 papers indexed

arxivcs.NIcs.DCcs.LG2026-07-19

OrderMoE: An expert similarity driven distributed edge MoE inference

Xin Yuan, Ning Li, Quan Chen, Wenchao Xu, Athanasios V. Vasilakos, Song Guo, et al.

Although mixture-of-experts, MoE, models have been increasingly adopted to scale large language models with moderate computation cost, it remains challenging to deploy MoE inference over resource-constrained and bandwidth-limited edge infrastructures. Existing distributed MoE ser…

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arxivcs.NI2026-07-15

Energy Minimization Oriented Resource Allocation for Integrated Sensing and Communication in Marine IoT Networks

Qianru Wang, Li Ping Qian, Chenglong Dou, Haijun Zhang, Yuan Wu

Integrated sensing and communication (ISAC) has become a promising technical framework for Marine Internet of Things (MIoT) systems. Nevertheless, all devices rely on battery power, so energy efficiency becomes a core bottleneck limiting practical deployment. This paper investiga…

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