Secure and efficient coded multi-access edge computing with generalized graph neural networks

A Asheralieva, D Niyato - IEEE Transactions on Mobile …, 2022 - ieeexplore.ieee.org
We formulate a novel framework to improve security and utility of the coded multi-access
edge computing (MEC) network for Internet of Things (IoT) applications where multiple edge …

Optimal task allocation and coding design for secure coded edge computing

C Cao, J Wang, J Wang, K Lu, J Zhou… - 2019 IEEE 39th …, 2019 - ieeexplore.ieee.org
In recent years, edge computing has attracted increasing attention for its capability of
facilitating delay-sensitive applications. In the implementation of edge computing, however …

Optimal task allocation and coding design for secure edge computing with heterogeneous edge devices

J Wang, C Cao, J Wang, K Lu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In recent years, edge computing has attracted significant attention because it can effectively
support many delay-sensitive applications. Despite such a salient feature, edge computing …

Secure coded computation for efficient distributed learning in mobile IoT

Y Yang, RGL D'Oliveira, S El Rouayheb… - 2021 18th Annual …, 2021 - ieeexplore.ieee.org
Distributed computation plays an essential role in cloud and edge computing. Data such as
images, audio, and text can be represented as matrices to facilitate efficient computation …

Weakly secure coded distributed computing

R Zhao, J Wang, K Lu, J Wang, X Wang… - … Advanced & Trusted …, 2018 - ieeexplore.ieee.org
In recent years, edge computing has become a hot topic because it can significantly reduce
the latency of network services by utilizing the computation resources at the edge of the …

Coded Distributed Computing for Resilient, Secure and Private Matrix-Vector Multiplication in Edge-Enabled Metaverse

H Qiu, K Zhu, NC Luong, D Niyato… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Metaverse is an immersive and photorealistic shared virtual world that requires efficient
rendering and processing of millions of virtual objects and scenes. This leads to the …

Coded edge computing

KT Kim, C Joe-Wong, M Chiang - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
Running intensive compute tasks across the fifth generation mobile network of edge devices
introduces distributed computing challenges: edge devices are heterogeneous in the …

Creating robust deep neural networks with coded distributed computing for iot

R Hadidi, J Cao, B Asgari, H Kim - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The increasing interest in serverless computation and ubiquitous wireless networks has led
to numerous connected devices in our surroundings. Such IoT devices have access to an …

Partial Decode and Compare: An Efficient Verification Scheme for Coded Edge Computing

J Wang, W Jiang, J Zhou, Z Lu, K Lu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In recent years, Coded Edge Computing (CEC) has been greatly studied as a promising
technology to effectively mitigate the impact of stragglers and provide confidentiality in edge …

Deep-learning based auction resource allocation in coded computation offloading for Internet-of-Things

JS Ng, WYB Lim, Z Xiong, S Garg… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Edge computing has been a promising approach that allows resource-constrained Internet-
of-Things (IoT) devices to offload their computation-intensive tasks to the edge of the …