Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels

Neural Information Processing Systems (NeurIPS), 2019

8 November 2019

Pramod Viswanath

Papers citing "Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels"

39 / 39 papers shown

Title
Forward-Forward Autoencoder Architectures for Energy-Efficient Wireless Communications Daniel Seifert Onur Gunlu Rafael F. Schaefer 45 0 0 13 Oct 2025
MinGRU-Based Encoder for Turbo Autoencoder Frameworks Rick Fritschek Rafael F. Schaefer 229 0 0 11 Mar 2025
Decoding for Punctured Convolutional and Turbo Codes: A Deep Learning Solution for Protocols ComplianceIEEE Transactions on Communications (IEEE Trans. Commun.), 2025 Yongli Yan Linglong Dai 152 0 0 21 Feb 2025
Online Meta-Learning Channel Autoencoder for Dynamic End-to-end Physical Layer OptimizationIEEE Wireless Communications and Networking Conference (WCNC), 2025 Ali Owfi Jonathan D. Ashdown K. Turck 133 0 0 03 Jan 2025
Quantification and Validation for Degree of Understanding in M2M Semantic Communications Mayowa Akinwande Jiaxin Cai Toyyibat Yussuph Seon-Phil Jeong 189 1 0 15 Jul 2024
Factor Graph Optimization of Error-Correcting Codes for Belief Propagation Decoding Yoni Choukroun Lior Wolf 124 1 0 09 Jun 2024
Learning Linear Block Error Correction Codes Yoni Choukroun Lior Wolf 155 13 0 07 May 2024
DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning Ashwin Hebbar S. Ankireddy Hyeji Kim Sewoong Oh Pramod Viswanath 190 12 0 14 Feb 2024
Quantum Autoencoders for Learning Quantum Channel CodesInternational Conference on Communication Systems and Networks (COMSNETS), 2023 Lakshika Rathi Stephen DiAdamo A. Shabani 125 4 0 13 Jul 2023
Generalization Bounds for Neural Belief Propagation DecodersInternational Symposium on Information Theory (ISIT), 2023 Sudarshan Adiga Xin Xiao Ravi Tandon Bane V. Vasic Tamal Bose BDL AI4CE 159 11 0 17 May 2023
Component Training of Turbo AutoencodersInternational Symposium on Turbo Codes and Iterative Information Processing (ISTC), 2023 Jannis Clausius Marvin Geiselhart S. Brink 220 4 0 16 May 2023
Interpreting Training Aspects of Deep-Learned Error-Correcting CodesInternational Symposium on Information Theory (ISIT), 2023 Natasha Devroye A. Mulgund R. Shekhar Gyorgy Turán M. vZefran Y. Zhou 113 4 0 07 May 2023
Robust Non-Linear Feedback Coding via Power-Constrained Deep LearningInternational Conference on Machine Learning (ICML), 2023 Junghoon Kim Taejoon Kim David J. Love Christopher G. Brinton 137 11 0 25 Apr 2023
ProductAE: Toward Deep Learning Driven Error-Correction Codes of Large Dimensions Mohammadreza Jamali Hamid Saber Homayoon Hatami J. Bae 174 4 0 29 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open IssuesIEEE Communications Surveys and Tutorials (COMST), 2023 Mohamed Akrout Amal Feriani F. Bellili A. Mezghani Ekram Hossain OOD AI4CE 195 43 0 13 Mar 2023
Machine Learning-Aided Efficient Decoding of Reed-Muller SubcodesIEEE Journal on Selected Areas in Information Theory (JSAIT), 2023 Mohammad Vahid Jamali Xiyang Liu Ashok Vardhan Makkuva Hessam Mahdavifar Sewoong Oh Pramod Viswanath 173 2 0 16 Jan 2023
Optimizing Serially Concatenated Neural Codes with Classical Decoders Jannis Clausius Marvin Geiselhart S. Brink 199 1 0 20 Dec 2022
Hybrid HMM Decoder For Convolutional Codes By Joint Trellis-Like Structure and Channel PriorIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2022 Haoyu Li Xuan Wang Tong Liu Dingyi Fang Baoying Liu 135 1 0 26 Oct 2022
CRISP: Curriculum based Sequential Neural Decoders for Polar Code FamilyInternational Conference on Machine Learning (ICML), 2022 Ashwin Hebbar Viraj Nadkarni Ashok Vardhan Makkuva S. Bhat Sewoong Oh Pramod Viswanath 254 11 0 01 Oct 2022
Concatenated Classic and Neural (CCN) Codes: ConcatenatedAEIEEE Wireless Communications and Networking Conference (WCNC), 2022 Onur Gunlu Rick Fritschek Rafael F. Schaefer 173 6 0 04 Sep 2022
Hybrid Neural Coded Modulation: Design and Training MethodsICT express (ICT Express), 2022 S. Lim Jiyong Han Wonjong Noh Yujae Song Sang-Woon Jeon 148 6 0 04 Feb 2022
RELDEC: Reinforcement Learning-Based Decoding of Moderate Length LDPC CodesIEEE Transactions on Communications (IEEE Trans. Commun.), 2021 Salman Habib Allison Beemer Joerg Kliewer 285 7 0 27 Dec 2021
List Autoencoder: Towards Deep Learning Based Reliable Transmission Over Noisy ChannelsGlobal Communications Conference (GLOBECOM), 2021 Hamid Saber Homayoon Hatami J. Bae 280 6 0 19 Dec 2021
SVD-Embedded Deep Autoencoder for MIMO Communications Xinliang Zhang M. Vaezi Tim O'Shea 152 18 0 03 Nov 2021
ProductAE: Towards Training Larger Channel Codes based on Neural Product Codes Mohammad Vahid Jamali Hamid Saber Homayoon Hatami J. Bae 159 37 0 09 Oct 2021
KO codes: Inventing Nonlinear Encoding and Decoding for Reliable Wireless Communication via Deep-learningInternational Conference on Machine Learning (ICML), 2021 Ashok Vardhan Makkuva Xiyang Liu Mohammad Vahid Jamali Hessam Mahdavifar Sewoong Oh Pramod Viswanath 154 45 0 29 Aug 2021
DeepIC: Coding for Interference Channels via Deep LearningGlobal Communications Conference (GLOBECOM), 2021 Karl Chahine Nanyang Ye Hyeji Kim 89 8 0 13 Aug 2021
Discriminative Mutual Information Estimators for Channel Capacity Learning N. A. Letizia Andrea M. Tonello 92 5 0 07 Jul 2021
Improving the List Decoding Version of the Cyclically Equivariant Neural Decoder Xiangyu Chen Min Ye 130 4 0 15 Jun 2021
Recovering AES Keys with a Deep Cold Boot AttackInternational Conference on Machine Learning (ICML), 2021 Itamar Zimerman Eliya Nachmani Lior Wolf 124 6 0 09 Jun 2021
Neural Distributed Source CodingIEEE Journal on Selected Areas in Information Theory (JSAIT), 2021 Jay Whang Alliot Nagle Anish Acharya Hyeji Kim A. Dimakis 294 23 0 05 Jun 2021
Cyclically Equivariant Neural Decoders for Cyclic CodesInternational Conference on Machine Learning (ICML), 2021 Xiangyu Chen Min Ye 108 22 0 12 May 2021
End-to-End Learning for Uplink MU-SIMO Joint Transmitter and Non-Coherent Receiver Design in Fading ChannelsIEEE Transactions on Wireless Communications (IEEE TWC), 2021 Songyan Xue Yi Ma N. Yi 166 12 0 04 May 2021
Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel DecodingAAAI Conference on Artificial Intelligence (AAAI), 2021 Siyu Liao Chunhua Deng Miao Yin Bo Yuan AI4TS 110 7 0 08 Feb 2021
Robust Adversarial Attacks Against DNN-Based Wireless Communication SystemsConference on Computer and Communications Security (CCS), 2021 Alireza Bahramali Milad Nasr Amir Houmansadr Dennis Goeckel Don Towsley AAML 145 71 0 01 Feb 2021
Autoregressive Belief Propagation for Decoding Block Codes Eliya Nachmani Lior Wolf 223 21 0 23 Jan 2021
Low PAPR waveform design for OFDM SYSTEM based on Convolutional Auto-EncoderInternational Workshop on Ant Colony Optimization and Swarm Intelligence (ANTS), 2020 Yara Huleihel Eilam Ben-Dror Haim Permuter 115 9 0 12 Nov 2020
Capacity-Approaching Autoencoders for Communications N. A. Letizia Andrea M. Tonello 97 6 0 11 Sep 2020
LEARN Codes: Inventing Low-latency Codes via Recurrent Neural Networks Yihan Jiang Hyeji Kim Himanshu Asnani Sreeram Kannan Sewoong Oh Pramod Viswanath 191 82 0 30 Nov 2018