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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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