activity
20202026
most citedSufficient-Statistic Memory AMP

6 citations · 17 across the 12 of their papers we have counts for

collaborators

12 papers

cs.IT2026

Memory AMP: Overflow Avoidance, Complexity Reduction, and Comparative Analysis

Shunqi Huang, Lei Liu, Brian M. Kurkoski

Approximate message passing (AMP)-type algorithms are widely used for signal recovery in high-dimensional noisy linear systems. Recently, a framework called memory AMP (MAMP) was i…

cs.IT2026

Random Multiplexing

Lei Liu, Yuhao Chi, Shunqi Huang +1

As wireless communication applications evolve from traditional multipath environments to high-mobility scenarios like unmanned aerial vehicles, multiplexing techniques have advance…

cs.IT2025

Random Modulation: Achieving Asymptotic Replica Optimality over Arbitrary Norm-Bounded and Spectrally Convergent Channel Matrices

Lei Liu, Yuhao Chi, Shunqi Huang

This paper introduces a random modulation technique that is decoupled from the channel matrix, allowing it to be applied to arbitrary norm-bounded and spectrally convergent channel…

eess.SP2024

Distributed Memory Approximate Message Passing

Jun Lu, Lei Liu, Shunqi Huang +2

Approximate message passing (AMP) algorithms are iterative methods for signal recovery in noisy linear systems. In some scenarios, AMP algorithms need to operate within a distribut…

cs.IT2024

Overflow-Avoiding Memory AMP

Shunqi Huang, Lei Liu, Brian M. Kurkoski

Approximate Message Passing (AMP) type algorithms are widely used for signal recovery in high-dimensional noisy linear systems. Recently, a principle called Memory AMP (MAMP) was p…

eess.SP2023★ 1 cited

Low-Complexity Memory AMP Detector for High-Mobility MIMO-OTFS SCMA Systems

Yao Ge, Lei Liu, Shunqi Huang +3

Efficient signal detectors are rather important yet challenging to achieve satisfactory performance for large-scale communication systems. This paper considers a non-orthogonal spa…

eess.SP2022

Algebra of L-banded Matrices

Shunqi Huang, Lei Liu, Brian M. Kurkoski

Convergence is a crucial issue in iterative algorithms. Damping is commonly employed to ensure the convergence of iterative algorithms. The conventional ways of damping are scalar-…

cs.IT2022

Sufficient Statistic Memory Approximate Message Passing

Lei Liu, Shunqi Huang, Brian M. Kurkoski

Approximate message passing (AMP) type algorithms have been widely used in the signal reconstruction of certain large random linear systems. A key feature of the AMP-type algorithm…

cs.IT2021★ 6 cited

Sufficient-Statistic Memory AMP

Lei Liu, Shunqi Huang, YuZhi Yang +2

Approximate message passing (AMP) type algorithms have been widely used in the signal reconstruction of certain large random linear systems. A key feature of the AMP-type algorithm…

cs.IT2021★ 4 cited

Memory Approximate Message Passing

Lei Liu, Shunqi Huang, Brian M. Kurkoski

Approximate message passing (AMP) is a low-cost iterative parameter-estimation technique for certain high-dimensional linear systems with non-Gaussian distributions. However, AMP o…

cs.IT2020

Memory AMP

Lei Liu, Shunqi Huang, Brian M. Kurkoski

Approximate message passing (AMP) is a low-cost iterative parameter-estimation technique for certain high-dimensional linear systems with non-Gaussian distributions. AMP only appli…

cs.CR2020★ 6 cited

Key Generation for Internet of Things: A Contemporary Survey

Weitao Xu, Junqing Zhang, Shunqi Huang +2

Key generation is a promising technique to bootstrap secure communications for the Internet of Things (IoT) devices that have no prior knowledge between each other. In the past few…