Search Results for author: Ali Bereyhi

Found 5 papers, 0 papers with code

Joint Receive Antenna Selection and Beamforming in RIS-Aided MIMO Systems

no code implementations28 Dec 2022 Chongjun Ouyang, Ali Bereyhi, Saba Asaad, Ralf R. Müller, Hongwen Yang

This work studies a low-complexity design for reconfigurable intelligent surface (RIS)-aided multiuser multiple-input multiple-output systems.

Statistical-CSI-Based Antenna Selection and Precoding in Uplink MIMO

no code implementations28 Dec 2022 Chongjun Ouyang, Ali Bereyhi, Saba Asaad, Ralf R. Müller, Hongwen Yang

This work proposes a novel joint receive antenna selection and precoding scheme for multiuser multiple-input multiple-output uplink transmission that relies only on the long-term statistics of the CSI.

Matching Pursuit Based Scheduling for Over-the-Air Federated Learning

no code implementations14 Jun 2022 Ali Bereyhi, Adela Vagollari, Saba Asaad, Ralf R. Müller, Wolfgang Gerstacker, H. Vincent Poor

Compared to the state-of-the-art, the proposed scheme poses a drastically lower computational load on the system: For $K$ devices and $N$ antennas at the parameter server, the benchmark complexity scales with $\left(N^2+K\right)^3 + N^6$ while the complexity of the proposed scheme scales with $K^p N^q$ for some $0 < p, q \leq 2$.

Federated Learning Scheduling

Bayesian Inference with Nonlinear Generative Models: Comments on Secure Learning

no code implementations19 Jan 2022 Ali Bereyhi, Bruno Loureiro, Florent Krzakala, Ralf R. Müller, Hermann Schulz-Baldes

Unlike the classical linear model, nonlinear generative models have been addressed sparsely in the literature of statistical learning.

Bayesian Inference

Efficient Matrix Multiplication: The Sparse Power-of-2 Factorization

no code implementations10 Feb 2020 Ralf R. Müller, Bernhard Gäde, Ali Bereyhi

We present an algorithm to reduce the computational effort for the multiplication of a given matrix with an unknown column vector.

Quantization Information Theory Data Structures and Algorithms Information Theory

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