Pervasive AI for IoT applications: A survey on resource-efficient distributed artificial intelligence

E Baccour, N Mhaisen, AA Abdellatif… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Artificial intelligence (AI) has witnessed a substantial breakthrough in a variety of Internet of
Things (IoT) applications and services, spanning from recommendation systems and speech …

Edge intelligence: Architectures, challenges, and applications

D Xu, T Li, Y Li, X Su, S Tarkoma, T Jiang… - ar** progress of the Internet of Things (IoT) and related technologies in
multiple facets of science, distribution environments, namely cloud, edge, fog, Internet of …

A survey on collaborative DNN inference for edge intelligence

WQ Ren, YB Qu, C Dong, YQ **g, H Sun… - Machine Intelligence …, 2023 - Springer
With the vigorous development of artificial intelligence (AI), intelligence applications based
on deep neural networks (DNNs) have changed people's lifestyles and production …

Socialized learning: A survey of the paradigm shift for edge intelligence in networked systems

X Wang, Y Zhao, C Qiu, Q Hu… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Amidst the robust impetus from artificial intelligence (AI) and big data, edge intelligence (EI)
has emerged as a nascent computing paradigm, synthesizing AI with edge computing (EC) …

[HTML][HTML] Edge-oriented computing: A survey on research and use cases

NA Sulieman, L Ricciardi Celsi, W Li, A Zomaya… - Energies, 2022 - mdpi.com
Edge computing is a distributed computing paradigm such that client data are processed at
the periphery of the network, as close as possible to the originating source. Since the 21st …

Multi-agent collaborative inference via DNN decoupling: Intermediate feature compression and edge learning

Z Hao, G Xu, Y Luo, H Hu, J An… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, deploying deep neural network (DNN) models via collaborative inference, which
splits a pre-trained model into two parts and executes them on user equipment (UE) and …

A survey on reliability and availability modeling of edge, fog, and cloud computing

P Maciel, J Dantas, C Melo, P Pereira, F Oliveira… - Journal of Reliable …, 2022 - Springer
During the past years, sending data to the cloud servers was a prominent trend, making the
cloud computing paradigm dominate the technology landscape. However, the internet of …

[PDF][PDF] A survey on edge intelligence

D Xu, T Li, Y Li, X Su, S Tarkoma… - arxiv preprint arxiv …, 2020 - academia.edu
Edge intelligence refers to a set of connected systems and devices for data collection,
caching, processing, and analysis in locations close to where data is captured based on …