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Communication-efficient edge AI: Algorithms and systems
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 …
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
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 …
reap the great benefits of a multiple-input multiple-output orthogonal frequency division …
Meta-Learning-Based Fronthaul Compression for Cloud Radio Access Networks
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) …
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 …
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 …
for machine learning theorists and experimentalists, as the computational resources and …
Sparse graph based sketching for fast numerical linear algebra
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 …
devised, that have been used in fast algorithms for numerical linear algebra problems, such …
Randomized sketching based beamforming for massive MIMO
Massive MIMO system yields significant improvements in spectral and energy efficiency for
future wireless communication systems. The regularized zero-forcing (RZF) beamforming is …
future wireless communication systems. The regularized zero-forcing (RZF) beamforming is …