activity
20132025
most cited6G White Paper on Machine Learning in Wireless Communication Networks

94 citations · 148 across the 14 of their papers we have counts for

collaborators

14 papers

q-fin.PM2025

Correlation Structures and Regime Shifts in Nordic Stock Markets

Maksym A. Girnyk

Financial markets are complex adaptive systems characterized by collective behavior and abrupt regime shifts, particularly during crises. This paper studies time-varying dependenci…

eess.SP2024

On Broad-Beam Reflection for Dual-Polarized RIS-Assisted MIMO Systems

Parisa Ramezani, Maksym A. Girnyk, Emil Björnson

The use of a reconfigurable intelligent surface (RIS) for aiding user-specific transmission has been widely explored. However, little attention has been devoted to utilizing RIS fo…

eess.SP2023★ 1 cited

Broad Beam Reflection for RIS-Assisted MIMO Systems with Planar Arrays

Parisa Ramezani, Maksym A. Girnyk, Emil Björnson

While reconfigurable intelligent surface (RIS)-aided user-specific beamforming has been vastly investigated, the aspect of utilizing RISs for assisting cell-specific transmission h…

eess.SP2023

Dual-Polarized Reconfigurable Intelligent Surface Assisted Broad Beamforming

Parisa Ramezani, Maksym A. Girnyk, Emil Björnson

A reconfigurable intelligent surface (RIS) consists of a large number of low-cost elements that can control the propagation environment seen from a transmitter by intelligently app…

cs.IT2021★ 5 cited

Deep-Learning Based Linear Precoding for MIMO Channels with Finite-Alphabet Signaling

Maksym A. Girnyk

This paper studies the problem of linear precoding for multiple-input multiple-output (MIMO) communication channels employing finite-alphabet signaling. Existing solutions typicall…

eess.SP2021

Efficient Cell-Specific Beamforming for Large Antenna Arrays

Maksym A. Girnyk, Sven O. Petersson

We propose an efficient method for designing broad beams with spatially flat array factor and efficient power utilization for cell-specific coverage in communication systems equipp…

eess.SP2020★ 2 cited

Energy-Efficient Design of Broad Beams for Massive MIMO Systems

Sven O. Petersson, Maksym A. Girnyk

Massive MIMO is a promising air interface technique for 5G wireless communications. Such antennas offers capabilities to utilize channel correlations to create beams suitable for u…

cs.IT2020★ 11 cited

Deep reinforcement learning approach to MIMO precoding problem: Optimality and Robustness

Heunchul Lee, Maksym Girnyk, Jaeseong Jeong

In this paper, we propose a deep reinforcement learning (RL)-based precoding framework that can be used to learn an optimal precoding policy for complex multiple-input multiple-out…

cs.IT2020★ 94 cited

6G White Paper on Machine Learning in Wireless Communication Networks

Samad Ali, Walid Saad, Nandana Rajatheva +24

The focus of this white paper is on machine learning (ML) in wireless communications. 6G wireless communication networks will be the backbone of the digital transformation of socie…

cs.IT2014

On the Transmit Beamforming for MIMO Wiretap Channels: Large-System Analysis

Maksym A. Girnyk, Frédéric Gabry, Mikko Vehkaperä +2

With the growth of wireless networks, security has become a fundamental issue in wireless communications due to the broadcast nature of these networks. In this work, we consider MI…

cs.IT2014★ 8 cited

On the Optimal Precoding for MIMO Gaussian Wire-Tap Channels

Arash Khabbazibasmenj, Maksym A. Girnyk, Sergiy A. Vorobyov +2

We consider the problem of finding secrecy rate of a multiple-input multiple-output (MIMO) wire-tap channel. A transmitter, a legitimate receiver, and an eavesdropper are all equip…

cs.IT2014★ 9 cited

Asymptotic Performance Analysis of a K-Hop Amplify-and-Forward Relay MIMO Channel

Maksym A. Girnyk, Mikko Vehkaperä, Lars K. Rasmussen

The present paper studies the asymptotic performance of multi-hop amplify-and-forward relay multiple-antenna communication channels. Each multi-antenna terminal in the network ampl…

cs.IT2014★ 18 cited

Asymptotic Analysis of SU-MIMO Channels With Transmitter Noise and Mismatched Joint Decoding

Mikko Vehkaperä, Taneli Riihonen, Maksym A. Girnyk +4

Hardware impairments in radio-frequency components of a wireless system cause unavoidable distortions to transmission that are not captured by the conventional linear channel model…

cs.IT2013

Large-System Analysis of Correlated MIMO Multiple Access Channels with Arbitrary Signaling in the Presence of Interference

Maksym A. Girnyk, Mikko Vehkaperä, Lars K. Rasmussen

Presence of multiple antennas on both sides of a communication channel promises significant improvements in system throughput and power efficiency. In effect, a new class of large…