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
… Instead, we should exploit the coupling between communication and learning in edge … for
wireless communication in edge learning, collectively called learning-driven communication. In …

Wireless network intelligence at the edge

J Park, S Samarakoon, M Bennis… - Proceedings of the …, 2019 - ieeexplore.ieee.org
… over wireless links, where edge devices communicate and … the key building blocks of edge
ML, different neural network … challenging in edge ML where the wireless communication

Intelligent edge: Leveraging deep imitation learning for mobile edge computation offloading

S Yu, X Chen, L Yang, D Wu… - … Communications, 2020 - ieeexplore.ieee.org
… network edge. One of the key motivations of pushing machine learning toward the edge is to
… To this end, we propose an intelligent edge computation offloading framework to make fine-…

Semantic communication meets edge intelligence

W Yang, ZQ Liew, WYB Lim, Z Xiong… - … Communications, 2022 - ieeexplore.ieee.org
… model and edge-sharing knowledge graph for the semantic management. We also
introduce the role of SemCom in training intelligent agents and empowering communication-efficient …

Survey on intelligence edge computing in 6G: Characteristics, challenges, potential use cases, and market drivers

A Al-Ansi, AM Al-Ansi, A Muthanna, IA Elgendy… - Future Internet, 2021 - mdpi.com
… backbone of future services and wireless communication systems in 5G integration. In …
survey and an inclusive overview of Intelligence Edge Computing (IEC) technologies in 6G …

Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing

W Xu, Z Yang, DWK Ng, M Levorato… - IEEE journal of …, 2023 - ieeexplore.ieee.org
… : wireless communications and ML. Advances in EL are widely expected to provide a platform
to implement edge artificial intelligence (… techniques and wireless communication resource …

6G white paper on edge intelligence

E Peltonen, M Bennis, M Capobianco… - arXiv preprint arXiv …, 2020 - arxiv.org
… the Intelligent Edge services. As a main outcome of this white paper, we envision a transition
from Internet of Things to Intelligent Internet of Intelligent … of future wireless communication

Multi-UAV network assisted intelligent edge computing: Challenges and opportunities

Z Liu, Y Cao, P Gao, X Hua, D Zhang… - … Communications, 2022 - ieeexplore.ieee.org
… The application of UAV technology in the field of wireless communications was originally
intended to deploy emergency communications in a complex environment to alleviate problems …

Edge intelligence for autonomous driving in 6G wireless system: Design challenges and solutions

B Yang, X Cao, K Xiong, C Yuen… - … Communications, 2021 - ieeexplore.ieee.org
… the potential and challenges of edge intelligence in connected autonomous driving. We
presented a two-tier edge learning-empowered architecture of wireless computing for AVs and …

The interplay of reconfigurable intelligent surfaces and mobile edge computing in future wireless networks: A win-win strategy to 6G

M Mukherjee, V Kumar, M Guo, DB da Costa… - arXiv preprint arXiv …, 2021 - arxiv.org
… to another edge server) needs communication resources. Moreover, one cannot ignore the
demand for wireless communication resources when the end-users ask for edge computing. …