Deep Learning Methods for Improved Decoding of Linear Codes

21 June 2017

Papers citing "Deep Learning Methods for Improved Decoding of Linear Codes"

42 / 42 papers shown

Title
Error Correction Code Transformer: From Non-Unified to Unified Yongli Yan Jieao Zhu Tianyue Zheng Jiaqi He Linglong Dai 29 1 0 04 Oct 2024
Online Optimization for Learning to Communicate over Time-Correlated Channels Zheshun Wu Junfan Li Zenglin Xu Sumei Sun Jie Liu 45 0 0 01 Sep 2024
Decoding Quantum LDPC Codes Using Graph Neural Networks Vukan Ninkovic O. Kundacina D. Vukobratović Christian Hager Alexandre Graell i Amat GNN 39 3 0 09 Aug 2024
CrossMPT: Cross-attention Message-Passing Transformer for Error Correcting Codes Seong-Joon Park Heeyoul Kwak Sang-Hyo Kim Yongjune Kim Jong-Seon No 31 4 0 02 May 2024
LIGHTCODE: Light Analytical and Neural Codes for Channels with Feedback S. Ankireddy Krishna Narayanan Hyeji Kim 40 5 0 16 Mar 2024
Practically Solving LPN in High Noise Regimes Faster Using Neural Networks Haozhe Jiang Kaiyue Wen Yi-Long Chen 35 0 0 14 Mar 2023
DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO Wireless Systems Reinhard Wiesmayr C. Dick J. Hoydis Christoph Studer 15 11 0 15 Dec 2022
A Scalable Graph Neural Network Decoder for Short Block Codes Kou Tian Chentao Yue Changyang She Yonghui Li Branka Vucetic 22 4 0 13 Nov 2022
Bit Error and Block Error Rate Training for ML-Assisted Communication Reinhard Wiesmayr Gian Marti C. Dick Haochuan Song Christoph Studer 38 9 0 25 Oct 2022
MIND: Maximum Mutual Information Based Neural Decoder Andrea M. Tonello N. A. Letizia 19 7 0 14 May 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 27 47 0 27 Mar 2022
Hybrid Neural Coded Modulation: Design and Training Methods S. Lim Jiyong Han Wonjong Noh Yujae Song Sang-Woon Jeon 32 5 0 04 Feb 2022
ProductAE: Towards Training Larger Channel Codes based on Neural Product Codes Mohammad Vahid Jamali Hamid Saber Homayoon Hatami J. Bae 18 29 0 09 Oct 2021
KO codes: Inventing Nonlinear Encoding and Decoding for Reliable Wireless Communication via Deep-learning Ashok Vardhan Makkuva Xiyang Liu Mohammad Vahid Jamali Hessam Mahdavifar Sewoong Oh Pramod Viswanath 24 34 0 29 Aug 2021
Deep Learning-based Implicit CSI Feedback in Massive MIMO Muhan Chen Jiajia Guo Chao-Kai Wen Shi Jin Geoffrey Ye Li Ang Yang 35 62 0 21 May 2021
Cyclically Equivariant Neural Decoders for Cyclic Codes Xiangyu Chen Min Ye 27 21 0 12 May 2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity Edgar Beck C. Bockelmann Armin Dekorsy 22 12 0 25 Feb 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 30 317 0 15 Dec 2020
Physics-Based Deep Learning for Fiber-Optic Communication Systems Christian Hager H. Pfister 32 65 0 27 Oct 2020
ADMM-based Decoder for Binary Linear Codes Aided by Deep Learning Yi Wei Ming-Min Zhao Min-Jian Zhao M. Lei 19 15 0 14 Feb 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 21 8 0 06 Feb 2020
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 30 134 0 08 Nov 2019
Convolutional Neural Network-aided Bit-flipping for Belief Propagation Decoding of Polar Codes Chieh-Fang Teng A. K. Ho Chengyang Wu Sin-Sheng Wong A. Wu 11 9 0 05 Nov 2019
Hyper-Graph-Network Decoders for Block Codes Eliya Nachmani Lior Wolf 16 70 0 05 Sep 2019
Model-Driven Deep Learning for MIMO Detection Hengtao He Chao-Kai Wen Shi Jin Geoffrey Ye Li 13 18 0 22 Jul 2019
Neural Network-based Equalizer by Utilizing Coding Gain in Advance Chieh-Fang Teng Han-Mo Ou A. Wu 14 10 0 11 Jul 2019
A Survey of Multi-Access Edge Computing in 5G and Beyond: Fundamentals, Technology Integration, and State-of-the-Art Viet Quoc Pham Fang Fang H. Vu Md. Jalil Piran Mai Le L. Le W. Hwang Z. Ding 23 597 0 20 Jun 2019
Deep Learning-Based Decoding of Constrained Sequence Codes Congzhe Cao Duanshun Li Ivan J. Fair 3DV AI4TS 11 19 0 13 Jun 2019
Active Deep Decoding of Linear Codes Ishay Beéry Nir Raviv Tomer Raviv Yair Be’ery 22 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 37 32 0 04 Jun 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational Autoencoders Avi Caciularu D. Burshtein 20 48 0 21 May 2019
A lattice-based approach to the expressivity of deep ReLU neural networks V. Corlay J. Boutros P. Ciblat L. Brunel 27 4 0 28 Feb 2019
LEARN Codes: Inventing Low-latency Codes via Recurrent Neural Networks Yihan Jiang Hyeji Kim Himanshu Asnani Sreeram Kannan Sewoong Oh Pramod Viswanath 38 79 0 30 Nov 2018
Learning from the Syndrome Loren Lugosch W. Gross 27 28 0 23 Oct 2018
Learning to Detect N. Samuel Tzvi Diskin A. Wiesel 28 431 0 19 May 2018
Blind Channel Equalization using Variational Autoencoders Avi Caciularu D. Burshtein 22 63 0 05 Mar 2018
Near Maximum Likelihood Decoding with Deep Learning Eliya Nachmani Yaron Bachar Elad Marciano D. Burshtein Yair Be’ery 27 25 0 08 Jan 2018
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 80 87 0 24 Feb 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,174 0 02 Feb 2017
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 95 456 0 16 Jul 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,929 0 17 Aug 2015