Communication-efficient edge AI: Algorithms and systems

Y Shi, K Yang, T Jiang, J Zhang… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Artificial intelligence (AI) has achieved remarkable breakthroughs in a wide range of fields,
ranging from speech processing, image classification to drug discovery. This is driven by the …

[HTML][HTML] Service-aware 6G: An intelligent and open network based on the convergence of communication, computing and caching

Y Zhou, L Liu, L Wang, N Hui, X Cui, J Wu… - Digital Communications …, 2020 - Elsevier
With the proliferation of the Internet of Things (IoT), various services are emerging with totally
different features and requirements, which cannot be supported by the current fifth …

Edge artificial intelligence for 6G: Vision, enabling technologies, and applications

KB Letaief, Y Shi, J Lu, J Lu - IEEE journal on selected areas in …, 2021 - ieeexplore.ieee.org
The thriving of artificial intelligence (AI) applications is driving the further evolution of
wireless networks. It has been envisioned that 6G will be transformative and will …

Methods and devices for radio communications

S Azizi, B Badic, J Browne, D Cavalcanti… - US Patent …, 2023 - Google Patents
2019-11-14 Assigned to INTEL CORPORATION reassignment INTEL CORPORATION
ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors …

Models, methods, and solutions for multicasting in 5G/6G mmWave and sub-THz systems

N Chukhno, O Chukhno, D Moltchanov… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Multicasting in wireless access networks is a functionality that, by leveraging group
communications, turns out to be essential for reducing the amount of resources needed to …

A fundamental tradeoff between computation and communication in distributed computing

S Li, MA Maddah-Ali, Q Yu… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
How can we optimally trade extra computing power to reduce the communication load in
distributed computing? We answer this question by characterizing a fundamental tradeoff …

The exact rate-memory tradeoff for caching with uncoded prefetching

Q Yu, MA Maddah-Ali… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
We consider a basic cache network, in which a single server is connected to multiple users
via a shared bottleneck link. The server has a database of files (content). Each user has an …

A comprehensive survey on coded distributed computing: Fundamentals, challenges, and networking applications

JS Ng, WYB Lim, NC Luong, Z **ong… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
Distributed computing has become a common approach for large-scale computation tasks
due to benefits such as high reliability, scalability, computation speed, and cost …

A unified coding framework for distributed computing with straggling servers

S Li, MA Maddah-Ali… - 2016 IEEE Globecom …, 2016 - ieeexplore.ieee.org
We propose a unified coding framework for distributed computing with straggling servers, by
introducing a tradeoff between" latency of computation" and" load of communication" for …

Near-optimal straggler mitigation for distributed gradient methods

S Li, SMM Kalan, AS Avestimehr… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Modern learning algorithms use gradient descent updates to train inferential models that
best explain data. Scaling these approaches to massive data sizes requires proper …