29 citations · 192 across the 49 of their papers we have counts for
11 papers · 1 filter
Federated Learning in Unreliable and Resource-Constrained Cellular Wireless Networks
Mohammad Salehi, Ekram Hossain
With growth in the number of smart devices and advancements in their hardware, in recent years, data-driven machine learning techniques have drawn significant attention. However, d…
Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and Applications
S. Hu, X. Chen, W. Ni +2
Distributed machine learning (DML) techniques, such as federated learning, partitioned learning, and distributed reinforcement learning, have been increasingly applied to wireless…
Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial
Amal Feriani, Ekram Hossain
Deep Reinforcement Learning (DRL) has recently witnessed significant advances that have led to multiple successes in solving sequential decision-making problems in various domains,…
Distributed Cooperation Under Uncertainty in Drone-Based Wireless Networks: A Bayesian Coalitional Game
Vandana Mittal, Setareh Maghsudi, Ekram Hossain
We study the resource sharing problem in a drone-based wireless network. We consider a distributed control setting under uncertainty (i.e. unavailability of full information). In p…
A Blockchain Framework for Secure Task Sharing in Multi-access Edge Computing
Angelo Vera Rivera, Ahmed Refaey, Ekram Hossain
In the context of Multi-access Edge Computing (MEC), the task sharing mechanism among edge servers is an activity of vital importance for speeding up the computing process and ther…
Optimization of Wireless Relaying With Flexible UAV-Borne Reflecting Surfaces
Taniya Shafique, Hina Tabassum, Ekram Hossain
This paper presents a theoretical framework to analyze the performance of integrated unmanned aerial vehicle (UAV)-intelligent reflecting surface (IRS) relaying system in which IRS…