Learning to Decode Linear Codes Using Deep Learning

16 July 2016

Papers citing "Learning to Decode Linear Codes Using Deep Learning"

44 / 44 papers shown

Title
5G LDPC Linear Transformer for Channel Decoding Mario Hernandez Fernando Pinero 36 0 0 23 Jan 2025
LIGHTCODE: Light Analytical and Neural Codes for Channels with Feedback S. Ankireddy Krishna Narayanan Hyeji Kim 38 5 0 16 Mar 2024
Optimizing Serially Concatenated Neural Codes with Classical Decoders Jannis Clausius Marvin Geiselhart S. Brink 33 1 0 20 Dec 2022
Structural Optimization of Factor Graphs for Symbol Detection via Continuous Clustering and Machine Learning Lukas Rapp Luca Schmid Andrej Rode Laurent Schmalen 24 1 0 21 Nov 2022
A Scalable Graph Neural Network Decoder for Short Block Codes Kou Tian Chentao Yue Changyang She Yonghui Li B. Vucetic 9 4 0 13 Nov 2022
CRISP: Curriculum based Sequential Neural Decoders for Polar Code Family Ashwin Hebbar Viraj Nadkarni Ashok Vardhan Makkuva S. Bhat Sewoong Oh Pramod Viswanath 27 6 0 01 Oct 2022
Graph Neural Networks for Channel Decoding Sebastian Cammerer J. Hoydis Fayçal Ait Aoudia Alexander Keller GNN 27 27 0 29 Jul 2022
Neural Decoding with Optimization of Node Activations Eliya Nachmani Yair Be’ery 24 11 0 01 Jun 2022
Channel model for end-to-end learning of communications systems: A survey Ijaz Ahmad Seokjoo Shin 22 0 0 08 Apr 2022
Low-complexity Near-optimum Symbol Detection Based on Neural Enhancement of Factor Graphs Luca Schmid Laurent Schmalen 22 11 0 30 Mar 2022
Error Correction Code Transformer Yoni Choukroun Lior Wolf 24 47 0 27 Mar 2022
Neural Enhancement of Factor Graph-based Symbol Detection Luca Schmid Laurent Schmalen 27 4 0 07 Mar 2022
List Autoencoder: Towards Deep Learning Based Reliable Transmission Over Noisy Channels Hamid Saber Homayoon Hatami J. Bae 20 6 0 19 Dec 2021
Learning OFDM Waveforms with PAPR and ACLR Constraints Mathieu Goutay Fayccal Ait Aoudia J. Hoydis J. Gorce 11 4 0 21 Oct 2021
ProductAE: Towards Training Larger Channel Codes based on Neural Product Codes Mohammad Vahid Jamali Hamid Saber Homayoon Hatami J. Bae 10 29 0 09 Oct 2021
Cyclically Equivariant Neural Decoders for Cyclic Codes Xiangyu Chen Min Ye 19 21 0 12 May 2021
FAID Diversity via Neural Networks Xin Xiao Nithin Raveendran Bane V. Vasic Shu Lin Ravi Tandon 23 9 0 10 May 2021
A Learning-Based Approach to Address Complexity-Reliability Tradeoff in OS Decoders Baptiste Cavarec H. Çelebi M. Bengtsson Mikael Skoglund 12 5 0 05 Mar 2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity Edgar Beck C. Bockelmann Armin Dekorsy 18 12 0 25 Feb 2021
Robust Adversarial Attacks Against DNN-Based Wireless Communication Systems Alireza Bahramali Milad Nasr Amir Houmansadr Dennis Goeckel Don Towsley AAML 37 53 0 01 Feb 2021
Machine Learning for MU-MIMO Receive Processing in OFDM Systems Mathieu Goutay Fayçal Ait Aoudia J. Hoydis J. Gorce 13 23 0 15 Dec 2020
Neural Enhanced Belief Propagation on Factor Graphs Victor Garcia Satorras Max Welling 30 95 0 04 Mar 2020
perm2vec: Graph Permutation Selection for Decoding of Error Correction Codes using Self-Attention Nir Raviv Avi Caciularu Tomer Raviv Jacob Goldberger Yair Be’ery 13 8 0 06 Feb 2020
A Machine Learning Solution for Beam Tracking in mmWave Systems Daoud Burghal Naveed A. Abbasi A. Molisch 29 28 0 29 Dec 2019
Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels Yihan Jiang Hyeji Kim Himanshu Asnani Sreeram Kannan Sewoong Oh Pramod Viswanath 22 134 0 08 Nov 2019
Deep Learning-based Polar Code Design Moustafa Ebada Sebastian Cammerer Ahmed Elkelesh S. Brink 19 34 0 26 Sep 2019
Complexity-Scalable Neural Network Based MIMO Detection With Learnable Weight Scaling A. Mohammad C. Masouros Y. Andreopoulos 16 28 0 12 Sep 2019
Active Deep Decoding of Linear Codes Ishay Beéry Nir Raviv Tomer Raviv Yair Be’ery 17 36 0 06 Jun 2019
A Novel Deep Neural Network Based Approach for Sparse Code Multiple Access Jinzhi Lin Shengzhong Feng Zhile Yang Yun Zhang Yong Zhang 31 32 0 04 Jun 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational Autoencoders Avi Caciularu D. Burshtein 12 48 0 21 May 2019
Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey Jithin Jagannath Nicholas Polosky Anu Jagannath Francesco Restuccia Tommaso Melodia 25 227 0 23 Jan 2019
Multilevel MIMO Detection with Deep Learning V. Corlay J. Boutros P. Ciblat L. Brunel 11 44 0 04 Dec 2018
Neural Joint Source-Channel Coding Kristy Choi Kedar Tatwawadi Aditya Grover Tsachy Weissman Stefano Ermon 13 38 0 19 Nov 2018
Learning from the Syndrome Loren Lugosch W. Gross 22 28 0 23 Oct 2018
Blind Channel Equalization using Variational Autoencoders Avi Caciularu D. Burshtein 14 63 0 05 Mar 2018
Near Maximum Likelihood Decoding with Deep Learning Eliya Nachmani Yaron Bachar Elad Marciano D. Burshtein Yair Be’ery 17 25 0 08 Jan 2018
Nonlinear Interference Mitigation via Deep Neural Networks Christian Hager H. Pfister 29 138 0 17 Oct 2017
An Iterative BP-CNN Architecture for Channel Decoding Fei Liang Cong Shen Feng Wu 21 236 0 18 Jul 2017
Deep Learning-Based Communication Over the Air Sebastian Dörner Sebastian Cammerer J. Hoydis S. Brink 18 702 0 11 Jul 2017
Detection Algorithms for Communication Systems Using Deep Learning Nariman Farsad Andrea J. Goldsmith 16 135 0 22 May 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 72 87 0 24 Feb 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,171 0 02 Feb 2017
Neural Offset Min-Sum Decoding Loren Lugosch W. Gross 8 138 0 20 Jan 2017
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,926 0 17 Aug 2015