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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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BayGo: Joint Bayesian Learning and Information-Aware Graph Optimization

Nov 09, 2020
Tamara Alshammari, Sumudu Samarakoon, Anis Elgabli, Mehdi Bennis

* 6 pages, 5 figures, conference 

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Phase Configuration Learning in Wireless Networks with Multiple Reconfigurable Intelligent Surfaces

Oct 09, 2020
George C. Alexandropoulos, Sumudu Samarakoon, Mehdi Bennis, Merouane Debbah

* 6 pages, 6 figures, accepted to IEEE GLOBECOM 2020 

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Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications

Aug 06, 2020
Jihong Park, Sumudu Samarakoon, Anis Elgabli, Joongheon Kim, Mehdi Bennis, Seong-Lyun Kim, MĂ©rouane Debbah

* 20 pages, 14 figures; This article has been submitted to IEEE for possible publication 

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6G White Paper on Edge Intelligence

Apr 30, 2020
Ella Peltonen, Mehdi Bennis, Michele Capobianco, Merouane Debbah, Aaron Ding, Felipe Gil-Castiñeira, Marko Jurmu, Teemu Karvonen, Markus Kelanti, Adrian Kliks, Teemu Leppänen, Lauri Lovén, Tommi Mikkonen, Ashwin Rao, Sumudu Samarakoon, Kari Seppänen, Paweł Sroka, Sasu Tarkoma, Tingting Yang

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Deep Learning Assisted CSI Estimation for Joint URLLC and eMBB Resource Allocation

Mar 12, 2020
Hamza Khan, M. Majid Butt, Sumudu Samarakoon, Philippe Sehier, Mehdi Bennis

* 6 Pages, 5 Figures, Accepted for publication in: IEEE ICC 2020 Workshop on Ultra-high speed, Low latency and Massive Communication for futuristic 6G Networks (ULMC6GN) 

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Reinforcement Learning Based Vehicle-cell Association Algorithm for Highly Mobile Millimeter Wave Communication

Jan 22, 2020
Hamza Khan, Anis Elgabli, Sumudu Samarakoon, Mehdi Bennis, Choong Seon Hong

* 13 pages, 14 figures 

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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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Wireless Network Intelligence at the Edge

Dec 07, 2018
Jihong Park, Sumudu Samarakoon, Mehdi Bennis, MĂ©rouane Debbah

* 32 pages, 29 figures, 2 tables; This work has been submitted to the IEEE for possible publication 

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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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Backhaul-Aware Interference Management in the Uplink of Wireless Small Cell Networks

Aug 27, 2013
Sumudu Samarakoon, Mehdi Bennis, Walid Saad, Matti Latva-aho

* 14 pages, 9 figures, journal article to be appeared in Transaction of Wireless Communication 

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