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Two-Bit Aggregation for Communication Efficient and Differentially Private Federated Learning


Oct 06, 2021
Mohammad Aghapour, Aidin Ferdowsi, Walid Saad


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Learning from Images: Proactive Caching with Parallel Convolutional Neural Networks


Aug 15, 2021
Yantong Wang, Ye Hu, Zhaohui Yang, Walid Saad, Kai-Kit Wong, Vasilis Friderikos

* 30 pages, 6 tables, 8 figures 

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Ensuring Reliable Connectivity to Cellular-Connected UAVs with Uptilted Antennas and Interference Coordination


Aug 11, 2021
Md Moin Uddin Chowdhury, Ismail Guvenc, Walid Saad, Arupjyoti Bhuyan


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Semi-Supervised Learning for Channel Charting-Aided IoT Localization in Millimeter Wave Networks


Aug 03, 2021
Qianqian Zhang, Walid Saad


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Collaboration in the Sky: A Distributed Framework for Task Offloading and Resource Allocation in Multi-Access Edge Computing


Jul 30, 2021
Yan Kyaw Tun, Tri Nguyen Dang, Kitae Kim, Madyan Anselwi, Walid Saad, Choong Seon Hong

* Submitted to IEEE Internet of Things Journals 

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Quantum Federated Learning with Quantum Data


May 30, 2021
Mahdi Chehimi, Walid Saad

* 13 pages, 5 figures 

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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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Ultra-Reliable Indoor Millimeter Wave Communications using Multiple Artificial Intelligence-Powered Intelligent Surfaces


Mar 31, 2021
Mehdi Naderi Soorki, Walid Saad, Mehdi Bennis, Choong Seon Hong


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Reinforcement Learning for Deceiving Reactive Jammers in Wireless Networks


Mar 25, 2021
Ali Pourranjbar, Georges Kaddoum, Aidin Ferdowsi, Walid Saad

* in IEEE Transactions on Communications 

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Spatio-temporal Modeling for Large-scale Vehicular Networks Using Graph Convolutional Networks


Mar 13, 2021
Juntong Liu, Yong Xiao, Yingyu Li, Guangming Shiyz, Walid Saad, H. Vincent Poor

* 6 pages, 5 figures, conference paper 

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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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Distributed Conditional Generative Adversarial Networks (GANs) for Data-Driven Millimeter Wave Communications in UAV Networks


Feb 02, 2021
Qianqian Zhang, Aidin Ferdowsi, Walid Saad, Mehdi Bennis


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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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Vehicular Cooperative Perception Through Action Branching and Federated Reinforcement Learning


Dec 07, 2020
Mohamed K. Abdel-Aziz, Cristina Perfecto, Sumudu Samarakoon, Mehdi Bennis, Walid Saad

* 29 pages (single column, double space), 8 figures, Under review for possible publication in IEEE Transactions on Communication 

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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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Distributional Reinforcement Learning for mmWave Communications with Intelligent Reflectors on a UAV


Nov 03, 2020
Qianqian Zhang, Walid Saad, Mehdi Bennis


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Towards Self-learning Edge Intelligence in 6G


Oct 01, 2020
Yong Xiao, Guangming Shi, Yingyu Li, Walid Saad, H. Vincent Poor

* To be published at IEEE Communications Magazine, vol. 58, no. 12, December 2020 

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Self-organizing Democratized Learning: Towards Large-scale Distributed Learning Systems


Jul 07, 2020
Minh N. H. Nguyen, Shashi Raj Pandey, Tri Nguyen Dang, Eui-Nam Huh, Choong Seon Hong, Nguyen H. Tran, Walid Saad


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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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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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Deep Learning for Content-based Personalized Viewport Prediction of 360-Degree VR Videos


Mar 01, 2020
Xinwei Chen, Ali Taleb Zadeh Kasgari, Walid Saad


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Millimeter Wave Communications with an Intelligent Reflector: Performance Optimization and Distributional Reinforcement Learning


Feb 24, 2020
Qianqian Zhang, Walid Saad, Mehdi Bennis


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Multi-Agent Meta-Reinforcement Learning for Self-Powered and Sustainable Edge Computing Systems


Feb 20, 2020
Md. Shirajum Munir, Nguyen H. Tran, Walid Saad, Choong Seon Hong

* Submitted to IEEE Transactions on Network and Service Management 

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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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Brainstorming Generative Adversarial Networks (BGANs): Towards Multi-Agent Generative Models with Distributed Private Datasets


Feb 02, 2020
Aidin Ferdowsi, Walid Saad

* 12 pages, 15 figures, 2 tables 

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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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