Graph Neural Networks for Channel Decoding

Graph Neural Networks for Channel Decoding

29 July 2022

Sebastian Cammerer

Fayçal Ait Aoudia

Alexander Keller

Papers citing "Graph Neural Networks for Channel Decoding"

13 / 13 papers shown

Title
5G LDPC Linear Transformer for Channel Decoding Mario Hernandez Fernando Pinero 33 0 0 23 Jan 2025
Decoding Quantum LDPC Codes Using Graph Neural Networks Vukan Ninkovic O. Kundacina D. Vukobratović Christian Hager Alexandre Graell i Amat GNN 26 3 0 09 Aug 2024
Learning Linear Block Error Correction Codes Yoni Choukroun Lior Wolf 21 1 0 07 May 2024
Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach David López-Pérez Antonio De Domenico Nicola Piovesan Merouane Debbah 23 7 0 31 Dec 2023
Boosting Learning for LDPC Codes to Improve the Error-Floor Performance Heeyoul Kwak Dae-Young Yun Yongjune Kim Sang-Hyo Kim Jong-Seon No 20 7 0 11 Oct 2023
Accelerating and Compressing Deep Neural Networks for Massive MIMO CSI Feedback O. Erak H. Abou-zeid 39 5 0 20 Jan 2023
Optimizing Serially Concatenated Neural Codes with Classical Decoders Jannis Clausius Marvin Geiselhart S. Brink 19 1 0 20 Dec 2022
DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO Wireless Systems Reinhard Wiesmayr C. Dick J. Hoydis Christoph Studer 11 11 0 15 Dec 2022
Scalable Polar Code Construction for Successive Cancellation List Decoding: A Graph Neural Network-Based Approach Yun Liao Seyyed Ali Hashemi Hengjie Yang J. Cioffi 16 5 0 03 Jul 2022
DeepRx: Fully Convolutional Deep Learning Receiver M. Honkala D. Korpi J. Huttunen 30 133 0 04 May 2020
Neural Enhanced Belief Propagation on Factor Graphs Victor Garcia Satorras Max Welling 22 94 0 04 Mar 2020
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,169 0 02 Feb 2017
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 81 456 0 16 Jul 2016