Nonconvex optimization meets low-rank matrix factorization: An overview

Y Chi, YM Lu, Y Chen - IEEE Transactions on Signal …, 2019 - ieeexplore.ieee.org
Substantial progress has been made recently on develo** provably accurate and efficient
algorithms for low-rank matrix factorization via nonconvex optimization. While conventional …

Curriculum learning for graph neural networks: Which edges should we learn first

Z Zhang, J Wang, L Zhao - Advances in Neural Information …, 2024 - proceedings.neurips.cc
Abstract Graph Neural Networks (GNNs) have achieved great success in representing data
with dependencies by recursively propagating and aggregating messages along the edges …

Joint active and passive beamforming design for IRS-assisted multi-user MIMO systems: A VAMP-based approach

HU Rehman, F Bellili, A Mezghani… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This paper tackles the problem of joint active and passive beamforming optimization for an
intelligent reflective surface (IRS)-assisted multi-user downlink multiple-input multiple-output …

Second-order guarantees of distributed gradient algorithms

A Daneshmand, G Scutari, V Kungurtsev - SIAM Journal on Optimization, 2020 - SIAM
We consider distributed smooth nonconvex unconstrained optimization over net-works,
modeled as a connected graph. We examine the behavior of distributed gradient-based …

Fast algorithm for joint unicast and multicast beamforming for large-scale massive MIMO

S Mohammadi, M Dong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We consider the problem of joint unicast and multi-group multicast beamforming design for
large-scale massive multiple-input multiple-output (MIMO) systems, with a potentially large …

Unsupervised intense VSP coupling noise suppression with iterative robust deep learning

F Qian, H Hua, Y Wen, J Zong… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Due to the poorly coupled geophones present in boreholes, vertical seismic profiling (VSP)
data are known to suffer from intense coupling noise, which causes severe VSP image …

Phase Shifter Optimization in RIS-Aided MIMO Systems Under Multiple Reflections

D Wijekoon, A Mezghani… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We examine the problem of joint active and passive beamforming in a controllable multi-
user reconfigurable intelligent surface (RIS)-assisted downlink and uplink wireless …

Joint optimization for multi-antenna AF-relay aided over-the-air computation

Y Li, M Jiang, G Zhang, M Cui - IEEE Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
Benefiting from exploiting the waveform superposition property in the multi-access channels,
over-the-air computation (AirComp) has emerged as a promising technique to swiftly …

The global optimization geometry of low-rank matrix optimization

Z Zhu, Q Li, G Tang, MB Wakin - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This paper considers general rank-constrained optimization problems that minimize a
general objective function over the set of rectangular matrices that have rank at most r. To …

Over-the-air computation via broadband channels

T Qin, W Liu, B Vucetic, Y Li - IEEE Wireless Communications …, 2021 - ieeexplore.ieee.org
Over-the-air computation (AirComp) has been recognized as a low-latency solution for
wireless sensor data fusion, where multiple sensors send their measurement signals to a …