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Decentralized Statistical Inference with Unrolled Graph Neural Networks


Apr 04, 2021
He Wang, Yifei Shen, Ziyuan Wang, Dongsheng Li, Jun Zhang, Khaled B. Letaief, Jie Lu


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Delay Analysis of Wireless Federated Learning Based on Saddle Point Approximation and Large Deviation Theory


Apr 01, 2021
Lintao Li, Longwei Yang, Xin Guo, Yuanming Shi, Haiming Wang, Wei Chen, Khaled B. Letaief


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Hierarchical Quantized Federated Learning: Convergence Analysis and System Design


Mar 26, 2021
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief

* Submitted for possible publication 

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Federated Multi-Agent Actor-Critic Learning for Age Sensitive Mobile Edge Computing


Jan 06, 2021
Zheqi Zhu, Shuo Wan, Pingyi Fan, Khaled B. Letaief


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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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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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Complete Dictionary Learning via $\ell_p$-norm Maximization


Feb 26, 2020
Yifei Shen, Ye Xue, Jun Zhang, Khaled B. Letaief, Vincent Lau


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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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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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Edge-Assisted Hierarchical Federated Learning with Non-IID Data


May 16, 2019
Lumin Liu, Jun Zhang, S. H. Song, Khaled B. Letaief


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Towards Big data processing in IoT: network management for online edge data processing


May 05, 2019
Shuo Wan, Jiaxun Lu, Pingyi Fan, Khaled B. Letaief


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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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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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Semi-centralized control for multi-robot formation and theoretical lower bound


Sep 12, 2017
Shuo Wan, Jiaxun Lu, Pingyi Fan, Khaled B. Letaief


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