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Learn to Communicate with Neural Calibration: Scalability and Generalization


Oct 01, 2021
Yifan Ma, Yifei Shen, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* submitted to IEEE Transactions on Wireless Communications. arXiv admin note: text overlap with arXiv:2108.01529 

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How Powerful is Graph Convolution for Recommendation?


Aug 17, 2021
Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, Khaled B. Letaief, Dongsheng Li


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Neural Calibration for Scalable Beamforming in FDD Massive MIMO with Implicit Channel Estimation


Aug 03, 2021
Yifan Ma, Yifei Shen, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* submitted to IEEE Globecom 2021 

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Invariant Information Bottleneck for Domain Generalization


Jun 14, 2021
Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J. Reed, Jun Zhang, Dongsheng Li, Kurt Keutzer, Han Zhao

* The work is in progress 

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AI Empowered Resource Management for Future Wireless Networks


Jun 11, 2021
Yifei Shen, Jun Zhang, S. H. Song, Khaled B. Letaief

* Meditcom 2021 

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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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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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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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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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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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