no code implementations • 7 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.
1 code implementation • 3 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.
no code implementations • 23 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.
no code implementations • 5 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.