Communication, computing, and learning on the edge

K Huang, G Zhu, C You, J Zhang… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
There has been a consensus that the next revolution of computing lies in realizing an
“intelligent edge” referring to the realization of AI and ubiquitous computing at the network …

Toward an intelligent edge: Wireless communication meets machine learning

G Zhu, D Liu, Y Du, C You, J Zhang… - IEEE communications …, 2020 - ieeexplore.ieee.org
The recent revival of AI is revolutionizing almost every branch of science and technology.
Given the ubiquitous smart mobile gadgets and IoT devices, it is expected that a majority of …

Guest editorial: Communication technologies for efficient edge learning

M Bennis, M Debbah, K Huang… - IEEE Communications …, 2020 - ieeexplore.ieee.org
Traditional machine learning is centralized in the cloud (data centers). Recently, the security
concern and the availability of abundant data and computation resources in wireless …

Guest Editorial: Learning-Based Edge Computing Services

M Chen, H Wang, K Hwang, G Fortino, J Song… - IEEE …, 2021 - ieeexplore.ieee.org
The recent revival of artificial intelligence (AI) is revolutionizing almost every branch of
science and technology. Given the ubiquitous smart mobile terminals and Internet of Things …

Pushing AI to wireless network edge: An overview on integrated sensing, communication, and computation towards 6G

G Zhu, Z Lyu, X Jiao, P Liu, M Chen, J Xu, S Cui… - Science China …, 2023 - Springer
Pushing artificial intelligence (AI) from central cloud to network edge has reached board
consensus in both industry and academia for materializing the vision of artificial intelligence …

Convergence of edge computing and deep learning: A comprehensive survey

X Wang, Y Han, VCM Leung, D Niyato… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Ubiquitous sensors and smart devices from factories and communities are generating
massive amounts of data, and ever-increasing computing power is driving the core of …

Edge intelligence: The confluence of edge computing and artificial intelligence

S Deng, H Zhao, W Fang, J Yin… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
Along with the rapid developments in communication technologies and the surge in the use
of mobile devices, a brand-new computation paradigm, edge computing, is surging in …

Mobile edge computing: A promising paradigm for future communication systems

SSD Ali, HP Zhao, H Kim - TENCON 2018-2018 IEEE Region …, 2018 - ieeexplore.ieee.org
Mobile edge computing (MEC) is the future of wireless communications and an alternative to
cloud computing. It is a decentralized computing infrastructure, in which some signal …

An introduction to communication efficient edge machine learning

Q Lan, Z Zhang, Y Du, Z Lin, K Huang - arXiv preprint arXiv:1912.01554, 2019 - arxiv.org
In the near future, Internet-of-Things (IoT) is expected to connect billions of devices (eg,
smartphones and sensors), which generate massive real-time data at the network edge …

Keynote: Edge intelligence-emerging solutions and open challenges

ML Bernardi - … Workshops and other Affiliated Events (PerCom …, 2021 - ieeexplore.ieee.org
Recent advances in AI have led to a number of intelligent applications, such as intelligent
personal assistants, context-related and personalized buying advice, automated video …