Coded computing for low-latency federated learning over wireless edge networks

S Prakash, S Dhakal, MR Akdeniz… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
Federated learning enables training a global model from data located at the client nodes,
without data sharing and moving client data to a centralized server. Performance of …

New results on the computation-communication tradeoff for heterogeneous coded distributed computing

F Xu, S Shao, M Tao - IEEE Transactions on Communications, 2021 - ieeexplore.ieee.org
Coded distributed computing (CDC) can alleviate the communication load in distributed
computing systems by leveraging coding opportunities via redundant computation. While the …

A framework of constructing placement delivery arrays for centralized coded caching

M Cheng, J Wang, X Zhong… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In caching system, it is desirable to design a coded caching scheme with the transmission
load and subpacketization as small as possible, in order to improve efficiency of …

Storage-computation-communication tradeoff in distributed computing: Fundamental limits and complexity

Q Yan, S Yang, M Wigger - IEEE Transactions on Information …, 2022 - ieeexplore.ieee.org
Distributed computing has become one of the most important frameworks in dealing with
large computation tasks. In this paper, we propose a systematic construction of coded …

Subexponential and linear subpacketization coded caching via projective geometry

HHS Chittoor, P Krishnan, KVS Sree… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Large gains in the rate of cache-aided broadcast communication are obtained using coded
caching, but to obtain this most existing centralized coded caching schemes require that the …

Cascaded coded distributed computing schemes based on symmetric designs

J Jiang, W Wang, L Zhou - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Coded distributed computing (CDC) is an efficient method to reduce the communication load
in general distributed computing frameworks such as MapReduce. In these systems, one …

Coded computing and cooperative transmission for wireless distributed matrix multiplication

K Li, M Tao, J Zhang, O Simeone - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Consider a multi-cell mobile edge computing network, in which each user wishes to
compute the product of a user-generated data matrix with a network-stored matrix. This is …

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 …

Coded distributed computing for sparse functions with structured support

F Brunero, K Wan, G Caire, P Elia - 2023 IEEE Information …, 2023 - ieeexplore.ieee.org
Coded distributed computing (CDC), originally proposed by Li et al., leverages coded
multicast messages to exchange computed intermediate values among the distributed …

Cascaded coded distributed computing schemes based on placement delivery arrays

J Jiang, L Qu - IEEE Access, 2020 - ieeexplore.ieee.org
Li et al. introduced coded distributed computing (CDC) scheme to reduce the
communication load in general distributed computing frameworks such as MapReduce …