no code implementations • 8 Oct 2022 • Yuzhi Yang, Zhaoyang Zhang, Zhaohui Yang
The precoding and combining matrices are trainable parameters in such a system, whereas the MIMO channel is implicit.
no code implementations • 7 Oct 2022 • Yuzhi Yang, Zhaoyang Zhang, Yuqing Tian, Zhaohui Yang, Chongwen Huang, Caijun Zhong, Kai-Kit Wong
In such a split ML system, the precoding and combining matrices are regarded as trainable parameters, while MIMO channel matrix is regarded as unknown (implicit) parameters.
no code implementations • 31 Dec 2021 • Lei Liu, Shunqi Huang, Yuzhi Yang, Zhaoyang Zhang, Brian M. Kurkoski
Given an arbitrary MAMP, we can construct an SS-MAMP by damping, which not only ensures the convergence of the state evolution, but also preserves the orthogonality, i. e., its dynamics can be correctly described by state evolution.
1 code implementation • 5 Oct 2021 • Yuzhi Yang, Zhaoyang Zhang, Qianqian Yang
{ Numerical results show that the proposed FL framework significantly reduces the communication cost compared to the conventional neural networks with typical real-valued parameters, and the performance loss incurred by the binarization can be further compensated by a hybrid method.