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 …

Fast Computation of Zero-Forcing Precoding for Massive MIMO-OFDM Systems

J Liu, W Zhang, Y Jiang - IEEE Transactions on Signal …, 2024 - ieeexplore.ieee.org
As a simple and popular transmission scheme, zero-forcing (ZF) precoding can effectively
reap the great benefits of a multiple-input multiple-output orthogonal frequency division …

Meta-Learning-Based Fronthaul Compression for Cloud Radio Access Networks

R Qiao, T Jiang, W Yu - IEEE Transactions on Wireless …, 2024 - ieeexplore.ieee.org
This paper investigates the fronthaul compression problem in a user-centric cloud radio
access network, in which single-antenna users are served by a central processor (CP) …

Deep learning aided beam vector assignment for massive MIMO maritime communication considering location information and handover impact

X Wu, M Jiang, X Zhang, M Cheng - Physical Communication, 2022 - Elsevier
Location aided beamforming (LAB) has been proposed as a potential solution to fast beam
vector (BV) selection for massive multi-input multi-output (M-MIMO) maritime communication …

Scalable Cost-Efficient Techniques for Machine Learning via Sketching

D Hu - 2024 - search.proquest.com
The ever-increasing size and complexity of modern datasets present significant challenges
for machine learning theorists and experimentalists, as the computational resources and …

Sparse graph based sketching for fast numerical linear algebra

D Hu, S Ubaru, A Gittens, KL Clarkson… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
In recent years, a variety of randomized constructions of sketching matrices have been
devised, that have been used in fast algorithms for numerical linear algebra problems, such …

Randomized sketching based beamforming for massive MIMO

H Choi, T Jiang, W Li, Y Shi - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Massive MIMO system yields significant improvements in spectral and energy efficiency for
future wireless communication systems. The regularized zero-forcing (RZF) beamforming is …