Search Results for author: Shansuo Liang

Found 4 papers, 1 papers with code

Mismatched estimation of non-symmetric rank-one matrices corrupted by structured noise

no code implementations7 Feb 2023 Teng Fu, Yuhao Liu, Jean Barbier, Marco Mondelli, Shansuo Liang, Tianqi Hou

We study the performance of a Bayesian statistician who estimates a rank-one signal corrupted by non-symmetric rotationally invariant noise with a generic distribution of singular values.

Approximate Message Passing for Multi-Layer Estimation in Rotationally Invariant Models

1 code implementation3 Dec 2022 Yizhou Xu, Tianqi Hou, Shansuo Liang, Marco Mondelli

We consider the problem of reconstructing the signal and the hidden variables from observations coming from a multi-layer network with rotationally invariant weight matrices.

Capacity Optimality of OAMP in Coded Large Unitarily Invariant Systems

no code implementations23 Jun 2022 Lei Liu, Shansuo Liang, Li Ping

Under the assumptions that the state evolution for joint OAMP and FEC decoding is correct and the replica method is reliable, we analyze the achievable rate of OAMP.

A Tensor-BTD-based Modulation for Massive Unsourced Random Access

no code implementations5 Dec 2021 Zhenting Luan, Yuchi Wu, Shansuo Liang, Liping Zhang, Wei Han, Bo Bai

In this letter, we propose a novel tensor-based modulation scheme for massive unsourced random access.

Tensor Decomposition

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