Multi-level over-the-air aggregation of mobile edge computing over D2D wireless networks

F Wang, VKN Lau - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
In this paper, we consider a wireless multihop device-to-device (D2D) based mobile edge
computing (MEC) system, where the destination wireless device (WD) is scheduled to …

Elastic resource allocation for coded distributed computing over heterogeneous wireless edge networks

CT Nguyen, DN Nguyen, DT Hoang… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Coded distributed computing (CDC) has recently emerged to be a promising solution to
address the straggling effects in conventional distributed computing systems. By assigning …

Communication-Efficient Coded Computing for Distributed Multi-Task Learning

H Hu, Y Wu, Y Shi, S Li, C Jiang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Distributed multi-task learning (MTL) can jointly learn multiple models and achieve better
generalization performance by exploiting relevant information between the tasks. However …

Joint design of shuffling and function assignment in heterogeneous coded distributed computing

H Song, K Son, W Choi - IEEE Transactions on Signal …, 2022 - ieeexplore.ieee.org
Considering the increasing demand for large-scale MapReduce distributed computing,
coded distributed computing (CDC) has become a promising technology to reduce the …

[PDF][PDF] Asymptotically optimal cascaded coded distributed computing via combinatorial designs

M Cheng, Y Wu, X Li - arXiv preprint arXiv:2302.05826, 2023 - researchgate.net
Coded distributed computing (CDC) introduced by Li et al. can greatly reduce the
communication load for MapReduce computing systems. In the general cascaded CDC with …

Dof of a cooperative x-channel with an application to distributed computing

Y Bi, P Ciblat, M Wigger, Y Wu - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
We consider a cooperative X-channel with K transmitters (TXs) and K receivers (Rxs) where
Txs and Rxs are gathered into groups of size r respectively. Txs belonging to the same …

Weakly secure coded distributed computing with group-based function assignment

J Chen, CW Sung - 2022 IEEE Information Theory Workshop …, 2022 - ieeexplore.ieee.org
This paper considers a distributed computing system where nodes are grouped such that
nodes in the same group compute the same function. To complete a computing task …

On the optimality of data exchange for master-aided edge computing systems

H Chen, J Long, S Ma, M Tang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Edge computing has recently garnered significant interest in many Internet of Things (IoT)
applications. However, the excessive overhead during data exchange still remains an open …

Coded Distributed Computing over Unreliable and Insecure D2D Networks

J Chen, CW Sung - IEEE Transactions on Communications, 2023 - ieeexplore.ieee.org
With the development of wireless computing devices, extending distributed computing to
wireless networks deserves a closer look. This paper considers distributed computing over …

Dynamic rat selection and transceiver optimization for mobile-edge computing over multi-rat heterogeneous networks

F Wang, VKN Lau - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
Mobile-edge computing (MEC) integrated with multiple radio access technologies (multi-
RATs) is a promising technique for satisfying the growing low-latency computation demand …