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Distributed Learning in Wireless Networks: Recent Progress and Future Challenges


Apr 05, 2021
Mingzhe Chen, Deniz Gündüz, Kaibin Huang, Walid Saad, Mehdi Bennis, Aneta Vulgarakis Feljan, H. Vincent Poor


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Reinforcement Learning for Minimizing Age of Information in Real-time Internet of Things Systems with Realistic Physical Dynamics


Apr 04, 2021
Sihua Wang, Mingzhe Chen, Zhaohui Yang, Changchuan Yin, Walid Saad, Shuguang Cui, H. Vincent Poor


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Optimization of User Selection and Bandwidth Allocation for Federated Learning in VLC/RF Systems


Mar 05, 2021
Chuanhong Liu, Caili Guo, Yang Yang, Mingzhe Chen, H. Vincent Poor, Shuguang Cui

* WCNC2021 

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Federated Learning on the Road: Autonomous Controller Design for Connected and Autonomous Vehicles


Feb 05, 2021
Tengchan Zeng, Omid Semiari, Mingzhe Chen, Walid Saad, Mehdi Bennis

* 30 pages, 6 figures 

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Meta-Reinforcement Learning for Reliable Communication in THz/VLC Wireless VR Networks


Jan 29, 2021
Yining Wang, Mingzhe Chen, Zhaohui Yang, Walid Saad, Tao luo, Shuguang Cui, H. Vincent Poor


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Artificial Intelligence Driven UAV-NOMA-MEC in Next Generation Wireless Networks


Jan 27, 2021
Zhong Yang, Mingzhe Chen, Xiao Liu, Yuanwei Liu, Yue Chen, Shuguang Cui, H. Vincent Poor

* 14 pages, 5 figures 

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Distributed Multi-agent Meta Learning for Trajectory Design in Wireless Drone Networks


Dec 06, 2020
Ye Hu, Mingzhe Chen, Walid Saad, H. Vincent Poor, Shuguang Cui


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A Machine Learning Approach for Task and Resource Allocation in Mobile Edge Computing Based Networks


Jul 20, 2020
Sihua Wang, Mingzhe Chen, Xuanlin Liu, Changchuan Yin, Shuguang Cui, H. Vincent Poor

* This paper has been accepted by IEEE Internet of Things 

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Delay Minimization for Federated Learning Over Wireless Communication Networks


Jul 05, 2020
Zhaohui Yang, Mingzhe Chen, Walid Saad, Choong Seon Hong, Mohammad Shikh-Bahaei, H. Vincent Poor, Shuguang Cui

* arXiv admin note: substantial text overlap with arXiv:1911.02417 

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UVeQFed: Universal Vector Quantization for Federated Learning


Jun 05, 2020
Nir Shlezinger, Mingzhe Chen, Yonina C. Eldar, H. Vincent Poor, Shuguang Cui


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Wireless Communications for Collaborative Federated Learning in the Internet of Things


Jun 03, 2020
Mingzhe Chen, H. Vincent Poor, Walid Saad, Shuguang Cui


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Meta-Reinforcement Learning for Trajectory Design in Wireless UAV Networks


May 25, 2020
Ye Hu, Mingzhe Chen, Walid Saad, H. Vincent Poor, Shuguang Cui

* 6 pages, Fig.4 

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Federated Learning for Task and Resource Allocation in Wireless High Altitude Balloon Networks


Mar 19, 2020
Sihua Wang, Mingzhe Chen, Changchuan Yin, Walid Saad, Choong Seon Hong, Shuguang Cui, H. Vincent Poor


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Distributed and Democratized Learning: Philosophy and Research Challenges


Mar 18, 2020
Minh N. H. Nguyen, Shashi Raj Pandey, Kyi Thar, Nguyen H. Tran, Mingzhe Chen, Walid Saad, Choong Seon Hong


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Machine Learning for Predictive Deployment of UAVs with Multiple Access


Mar 02, 2020
Linyan Lu, Zhaohui Yang, Mingzhe Chen, Zelin Zang, and Mohammad Shikh-Bahaei


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Federated Learning in the Sky: Joint Power Allocation and Scheduling with UAV Swarms


Feb 19, 2020
Tengchan Zeng, Omid Semiari, Mohammad Mozaffari, Mingzhe Chen, Walid Saad, Mehdi Bennis

* 8 pages, 4 figures 

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Artificial Intelligence Aided Next-Generation Networks Relying on UAVs


Jan 28, 2020
Xiao Liu, Mingzhe Chen, Yuanwei Liu, Yue Chen, Shuguang Cui, Lajos Hanzo


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Convergence Time Optimization for Federated Learning over Wireless Networks


Jan 22, 2020
Mingzhe Chen, H. Vincent Poor, Walid Saad, Shuguang Cui


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Energy Efficient Federated Learning Over Wireless Communication Networks


Nov 06, 2019
Zhaohui Yang, Mingzhe Chen, Walid Saad, Choong Seon Hong, Mohammad Shikh-Bahaei

* 30 pages, 10 figures 

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A Joint Learning and Communications Framework for Federated Learning over Wireless Networks


Sep 17, 2019
Mingzhe Chen, Zhaohui Yang, Walid Saad, Changchuan Yin, H. Vincent Poor, Shuguang Cui


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Gated Recurrent Units Learning for Optimal Deployment of Visible Light Communications Enabled UAVs


Sep 17, 2019
Yining Wang, Mingzhe Chen, Zhaohui Yang, Xue Hao, Tao Luo, Walid Saad

* This paper has been accepted by the 2019 IEEE Global Communications Conference 

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Artificial Intelligence for Wireless Connectivity and Security of Cellular-Connected UAVs


May 07, 2018
Ursula Challita, Aidin Ferdowsi, Mingzhe Chen, Walid Saad


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Machine Learning for Wireless Networks with Artificial Intelligence: A Tutorial on Neural Networks


Oct 09, 2017
Mingzhe Chen, Ursula Challita, Walid Saad, Changchuan Yin, Mérouane Debbah


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