4 citations · 7 across the 2 of their papers we have counts for
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cs.DC2020★ 4 cited
Returning the Favor: What Wireless Networking Can Offer to AI and Edge Learning
Sameh Sorour, Umair Mohammad, Amr Abutuleb +1
Machine learning (ML) and artificial intelligence (AI) have recently made a significant impact on improving the operations of wireless networks and establishing intelligence at the…
cs.DC2019
Adaptive Task Allocation for Asynchronous Federated and Parallelized Mobile Edge Learning
Umair Mohammad, Sameh Sorour
This paper proposes a scheme to efficiently execute distributed learning tasks in an asynchronous manner while minimizing the gradient staleness on wireless edge nodes with heterog…
cs.DC2018
Adaptive Task Allocation for Mobile Edge Learning
Umair Mohammad, Sameh Sorour
This paper aims to establish a new optimization paradigm for implementing realistic distributed learning algorithms, with performance guarantees, on wireless edge nodes with hetero…