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Federated Learning via Intelligent Reflecting Surface

Nov 12, 2020
Zhibin Wang, Jiahang Qiu, Yong Zhou, Yuanming Shi, Liqun Fu, Wei Chen, Khaled B. Lataief


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Fast Convergence Algorithm for Analog Federated Learning

Oct 30, 2020
Shuhao Xia, Jingyang Zhu, Yuhan Yang, Yong Zhou, Yuanming Shi, Wei Chen


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Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

Jul 15, 2020
Yifei Shen, Yuanming Shi, Jun Zhang, Khaled B. Letaief


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Communication-Efficient Edge AI Inference Over Wireless Networks

Apr 28, 2020
Kai Yang, Yong Zhou, Zhanpeng Yang, Yuanming Shi


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Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface

Apr 13, 2020
Kai Yang, Yuanming Shi, Yong Zhou, Zhanpeng Yang, Liqun Fu, Wei Chen

* This work has been accepted by the IEEE Network Magazine for publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Sparse Optimization for Green Edge AI Inference

Mar 13, 2020
Xiangyu Yang, Sheng Hua, Yuanming Shi, Hao Wang, Jun Zhang, Khaled B. Letaief

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Communication-Efficient Edge AI: Algorithms and Systems

Feb 22, 2020
Yuanming Shi, Kai Yang, Tao Jiang, Jun Zhang, Khaled B. Letaief

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Faster Activity and Data Detection in Massive Random Access: A Multi-armed Bandit Approach

Jan 28, 2020
Jialin Dong, Jun Zhang, Yuanming Shi, Jessie Hui Wang

* 30 pages, 5 figures 

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A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression

Dec 04, 2019
Kai Yang, Tao Fan, Tianjian Chen, Yuanming Shi, Qiang Yang


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Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference

Jul 29, 2019
Kai Yang, Yuanming Shi, Wei Yu, Zhi Ding


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A Graph Neural Network Approach for Scalable Wireless Power Control

Jul 19, 2019
Yifei Shen, Yuanming Shi, Jun Zhang, Khaled B. Letaief


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Learning One-hidden-layer neural networks via Provable Gradient Descent with Random Initialization

Jul 16, 2019
Shuhao Xia, Yuanming Shi

* the provement need to be corrected 

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The Roadmap to 6G -- AI Empowered Wireless Networks

Apr 26, 2019
Khaled B. Letaief, Wei Chen, Yuanming Shi, Jun Zhang, Ying-Jun Angela Zhang


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Federated Learning via Over-the-Air Computation

Jan 04, 2019
Kai Yang, Tao Jiang, Yuanming Shi, Zhi Ding


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LORA: Learning to Optimize for Resource Allocation in Wireless Networks with Few Training Samples

Dec 18, 2018
Yifei Shen, Yuanming Shi, Jun Zhang, Khaled B. Letaief

* arXiv admin note: text overlap with arXiv:1811.07107 

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Blind Over-the-Air Computation and Data Fusion via Provable Wirtinger Flow

Nov 12, 2018
Jialin Dong, Yuanming Shi, Zhi Ding

* 15 pages 

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Nonconvex and Nonsmooth Sparse Optimization via Adaptively Iterative Reweighted Methods

Oct 24, 2018
Hao Wang, Fan Zhang, Qiong Wu, Yaohua Hu, Yuanming Shi


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An Algebraic-Geometric Approach to Shuffled Linear Regression

Oct 12, 2018
Manolis C. Tsakiris, Liangzu Peng, Aldo Conca, Laurent Kneip, Yuanming Shi, Hayoung Choi


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Nonconvex Demixing From Bilinear Measurements

Sep 19, 2018
Jialin Dong, Yuanming Shi

* This paper has been accepted by IEEE Transactions on Signal Processing 

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