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Toward Ambient Intelligence: Federated Edge Learning with Task-Oriented Sensing, Computation, and Communication Integration



Peixi Liu , Guangxu Zhu , Shuai Wang , Wei Jiang , Wu Luo , H. Vincent Poor , Shuguang Cui

* 13 pages, submitted to IEEE for possible publication 

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Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture Search



Chunhui Zhang , Xiaoming Yuan , Qianyun Zhang , Guangxu Zhu , Lei Cheng , Ning Zhang

* arXiv admin note: text overlap with arXiv:2011.03372 

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Integrated Sensing and Over-the-Air Computation: Dual-Functional MIMO Beamforming Design



Xiaoyang Li , Fan Liu , Ziqin Zhou , Guangxu Zhu , Shuai Wang , Kaibin Huang , Yi Gong


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Vertical Federated Edge Learning with Distributed Integrated Sensing and Communication



Peixi Liu , Guangxu Zhu , Wei Jiang , Wu Luo , Jie Xu , Shuguang Cui

* 14 pages, 7 figures 

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Joint Maneuver and Beamforming Design for UAV-Enabled Integrated Sensing and Communication



Zhonghao Lyu , Guangxu Zhu , Jie Xu

* 30 pages, 19 figures 

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Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling



Maojun Zhang , Guangxu Zhu , Shuai Wang , Jiamo Jiang , Caijun Zhong , Shuguang Cui

* In Proc. IEEE SPAWC2021 

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Accelerating Edge Intelligence via Integrated Sensing and Communication



Tong Zhang , Shuai Wang , Guoliang Li , Fan Liu , Guangxu Zhu , Rui Wang

* 7 Pages 

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Turning Channel Noise into an Accelerator for Over-the-Air Principal Component Analysis



Zezhong Zhang , Guangxu Zhu , Rui Wang , Vincent K. N. Lau , Kaibin Huang

* 30 pages,9 figures 

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Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version)



Guangxu Zhu , Yong Wang , Kaibin Huang

* This is an extended version of a submission to IEEE journal 

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