Machine Learning for MU-MIMO Receive Processing in OFDM Systems

Machine Learning for MU-MIMO Receive Processing in OFDM Systems

15 December 2020

Fayçal Ait Aoudia

Papers citing "Machine Learning for MU-MIMO Receive Processing in OFDM Systems"

18 / 18 papers shown

Title
DeepRx MIMO: Convolutional MIMO Detection with Learned Multiplicative Transformations D. Korpi Mikko Honkala Janne M. J. Huttunen Vesa Starck 17 31 0 30 Oct 2020
DeepWiPHY: Deep Learning-based Receiver Design and Dataset for IEEE 802.11ax Systems Yize Zhang Akash S. Doshi Rob Liston Wai-tian Tan Xiaoqing Zhu J. Andrews R. Heath 29 31 0 19 Oct 2020
End-to-end Learning for OFDM: From Neural Receivers to Pilotless Communication Fayçal Ait Aoudia J. Hoydis 74 90 0 11 Sep 2020
RE-MIMO: Recurrent and Permutation Equivariant Neural MIMO Detection Kumar Pratik Bhaskar D. Rao Max Welling 45 54 0 30 Jun 2020
Pruning the Pilots: Deep Learning-Based Pilot Design and Channel Estimation for MIMO-OFDM Systems Mahdi Boloursaz Mashhadi Deniz Gunduz 48 124 0 21 Jun 2020
DeepRx: Fully Convolutional Deep Learning Receiver Mikko Honkala D. Korpi Janne M. J. Huttunen 73 134 0 04 May 2020
Deep HyperNetwork-Based MIMO Detection Mathieu Goutay Fayçal Ait Aoudia J. Hoydis 53 54 0 07 Feb 2020
"Machine LLRning": Learning to Softly Demodulate O. Shental J. Hoydis 23 52 0 02 Jul 2019
Learning for Detection: MIMO-OFDM Symbol Detection through Downlink Pilots Zhou Zhou Lingjia Liu Hao-Hsuan Chang 29 4 0 25 Jun 2019
Adaptive Neural Signal Detection for Massive MIMO Mehrdad Khani Mohammad Alizadeh J. Hoydis Phil Fleming 29 212 0 11 Jun 2019
Machine Learning in the Air Deniz Gunduz Paul de Kerret N. Sidiropoulos David Gesbert C. Murthy M. Schaar AI4CE 30 195 0 28 Apr 2019
Learning to Detect N. Samuel Tzvi Diskin A. Wiesel 48 434 0 19 May 2018
Deep Learning-Based Communication Over the Air Sebastian Dörner Sebastian Cammerer J. Hoydis S. Brink 45 707 0 11 Jul 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.0K 20,692 0 17 Apr 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 125 2,184 0 02 Feb 2017
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 106 459 0 16 Jul 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 264 10,149 0 16 Mar 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 624 149,474 0 22 Dec 2014