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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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Ultra-Reliable and Low-Latency Vehicular Communication: An Active Learning Approach

Nov 27, 2019
Mohamed K. Abdel-Aziz, Sumudu Samarakoon, Mehdi Bennis, Walid Saad

* Accepted for publication in IEEE Communication Letters with 4 pages and 4 figures 

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Deep Learning with Persistent Homology for Orbital Angular Momentum (OAM) Decoding

Nov 15, 2019
Soheil Rostami, Walid Saad, Choong Seon Hong


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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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Experienced Deep Reinforcement Learning with Generative Adversarial Networks (GANs) for Model-Free Ultra Reliable Low Latency Communication

Nov 01, 2019
Ali Taleb Zadeh Kasgari, Walid Saad, Mohammad Mozaffari, H. Vincent Poor

* 30 pages 

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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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Generative Adversarial Networks for Distributed Intrusion Detection in the Internet of Things

Jun 03, 2019
Aidin Ferdowsi, Walid Saad

* 6 pages, 5 figures 

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Cyber-Physical Security and Safety of Autonomous Connected Vehicles: Optimal Control Meets Multi-Armed Bandit Learning

Dec 13, 2018
Aidin Ferdowsi, Samad Ali, Walid Saad, Narayan B. Mandayam

* 30 pages, 11 figures 

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Optimized Path Planning for Inspection by Unmanned Aerial Vehicles Swarm with Energy Constraints

Aug 17, 2018
Momena Monwar, Omid Semiari, Walid Saad

* IEEE Global Communications Conference (GLOBECOM), Ad Hoc and Sensor Networks Symposium 

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Federated Learning for Ultra-Reliable Low-Latency V2V Communications

May 11, 2018
Sumudu Samarakoon, Mehdi Bennis, Walid Saad, Merouane Debbah

* 7 pages, 5 figures, 2 tables, 1 algorithm, conference submission 

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Robust Deep Reinforcement Learning for Security and Safety in Autonomous Vehicle Systems

May 08, 2018
Aidin Ferdowsi, Ursula Challita, Walid Saad, Narayan B. Mandayam

* 8 pages, 4 figures 

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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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Deep Learning for Signal Authentication and Security in Massive Internet of Things Systems

Mar 01, 2018
Aidin Ferdowsi, Walid Saad

* 30 pages, 11 figures. arXiv admin note: text overlap with arXiv:1711.01306 

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Cellular-Connected UAVs over 5G: Deep Reinforcement Learning for Interference Management

Jan 16, 2018
Ursula Challita, Walid Saad, Christian Bettstetter


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Deep Learning for Reliable Mobile Edge Analytics in Intelligent Transportation Systems

Dec 12, 2017
Aidin Ferdowsi, Ursula Challita, Walid Saad

* 5 figures 

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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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Stochastic Games for Smart Grid Energy Management with Prospect Prosumers

Aug 07, 2017
Seyed Rasoul Etesami, Walid Saad, Narayan Mandayam, H. Vincent Poor


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