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Neural Network Detection of Data Sequences in Communication Systems

31 January 2018

Papers citing "Neural Network Detection of Data Sequences in Communication Systems"

50 / 52 papers shown

Title
The Role, Trends, and Applications of Machine Learning in Undersea Communication: A Bangladesh Perspective Yousuf Islam Sumon Chandra Das Md. Jalal Uddin Chowdhury 91 1 0 01 Mar 2025
Learning Short Codes for Fading Channels with No or Receiver-Only Channel State Information Rishabh Sharad Pomaje R. Bhat 110 0 0 13 Sep 2024
Spectral Masking with Explicit Time-Context Windowing for Neural Network-Based Monaural Speech EnhancementIEEE Access (IEEE Access), 2024 L. V. Fiorio B. Karanov Bruno Defraene Johan David Wim J. van Houtum Frans Widdershoven Ronald M. Aarts 124 4 0 28 Aug 2024
Data-Driven Symbol Detection for Intersymbol Interference Channels with Bursty Impulsive Noise B. Karanov Chin-Hung Chen Yan Wu Alex Young Wim J. van Houtum 284 3 0 17 May 2024
Advancing Security in AI Systems: A Novel Approach to Detecting Backdoors in Deep Neural Networks Khondoker Murad Hossain Tim Oates AAML 247 4 0 13 Mar 2024
On the Robustness of Deep Learning-aided Symbol Detectors to Varying Conditions and Imperfect Channel KnowledgeIEEE Wireless Communications and Networking Conference (WCNC), 2024 Chin-Hung Chen B. Karanov Wim J. van Houtum Wu Yan Alex Young Alex Alvarado 292 3 0 23 Jan 2024
Blind Channel Estimation and Joint Symbol Detection with Data-Driven Factor GraphsIEEE Transactions on Communications (IEEE Trans. Commun.), 2024 Luca Schmid Tomer Raviv Stefano Rini Laurent Schmalen 208 9 0 23 Jan 2024
Deep OFDM Channel Estimation: Capturing Frequency Recurrence Abu Shafin Mohammad Mahdee Jameel Akshay Malhotra Aly El Gamal Shahab Hamidi-Rad BDL 74 10 0 07 Jan 2024
Deep Learning-Based Detection for Marker Codes over Insertion and Deletion ChannelsIEEE Transactions on Communications (IEEE Trans. Commun.), 2024 Guochen Ma Xiaopeng Jiao Jianjun Mu Hui Han Yaming Yang 310 7 0 02 Jan 2024
Knowledge Distillation Based Semantic Communications For Multiple UsersIEEE Transactions on Wireless Communications (IEEE TWC), 2023 Chenguang Liu Yuxin Zhou Yunfei Chen Shuang-Hua Yang 125 15 0 23 Nov 2023
Trust-Worthy Semantic Communications for the Metaverse Relying on Federated LearningIEEE wireless communications (IEEE Wireless Commun.), 2023 Jianrui Chen Jingjing Wang Chunxiao Jiang Yong Ren L. Hanzo 180 22 0 16 May 2023
Interference Cancellation GAN Framework for Dynamic Channels Hung T. Nguyen S. Bottone Kwang Taik Kim M. Chiang H. Vincent Poor BDL 105 1 0 17 Aug 2022
Model-Based Deep Learning: On the Intersection of Deep Learning and OptimizationIEEE Access (IEEE Access), 2022 Stefano Rini Yonina C. Eldar Stephen P. Boyd 227 152 0 05 May 2022
RC-Struct: A Structure-based Neural Network Approach for MIMO-OFDM Detection Jiarui Xu Zhou Zhou Lianjun Li Lizhong Zheng Lingjia Liu 193 25 0 03 Oct 2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low ComplexityIEEE Transactions on Communications (IEEE Trans. Commun.), 2021 Edgar Beck C. Bockelmann Armin Dekorsy 214 12 0 25 Feb 2021
Model-Based Machine Learning for Communications Stefano Rini Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 188 23 0 12 Jan 2021
Model-Based Deep LearningProceedings of the IEEE (Proc. IEEE), 2020 Stefano Rini Jay Whang Yonina C. Eldar A. Dimakis 418 416 0 15 Dec 2020
FedRec: Federated Learning of Universal Receivers over Fading Channels Mahdi Boloursaz Mashhadi Stefano Rini Yonina C. Eldar Deniz Gunduz FedML 168 17 0 14 Nov 2020
6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications Emilio Calvanese Strinati Sergio Barbarossa 315 468 0 04 Nov 2020
Machine Learning in Nano-Scale Biomedical Engineering Alexandros-Apostolos A. Boulogeorgos Stylianos E. Trevlakis Sotiris A. Tegos V. Papanikolaou G. Karagiannidis AI4CE 175 34 0 05 Aug 2020
Configuration Learning in Underwater Optical Links Xueyuan Zhao Z. Qi D. Pompili 122 1 0 03 Aug 2020
PR-NN: RNN-based Detection for Coded Partial-Response ChannelsIEEE Journal on Selected Areas in Communications (JSAC), 2020 Simeng Zheng Yi Liu P. Siegel 144 14 0 30 Jul 2020
Learned Factor Graphs for Inference from Stationary Time Sequences Stefano Rini Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 348 24 0 05 Jun 2020
Experimental Investigation of Deep Learning for Digital Signal Processing in Short Reach Optical Fiber Communications B. Karanov M. Chagnon Vahid Aref F. Ferreira D. Lavery P. Bayvel Laurent Schmalen 194 30 0 18 May 2020
Optical Fiber Communication Systems Based on End-to-End Deep Learning B. Karanov M. Chagnon Vahid Aref D. Lavery P. Bayvel Laurent Schmalen 79 4 0 18 May 2020
Data-Driven Symbol Detection via Model-Based Machine LearningSymposium on Software Performance (SP), 2020 Nariman Farsad Stefano Rini Andrea J. Goldsmith Yonina C. Eldar 138 51 0 14 Feb 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO DetectionIEEE Transactions on Wireless Communications (TWC), 2020 Stefano Rini Rong Fu Yonina C. Eldar 176 117 0 08 Feb 2020
Data-Driven Factor Graphs for Deep Symbol DetectionInternational Symposium on Information Theory (ISIT), 2020 Stefano Rini Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 209 52 0 31 Jan 2020
ANN-Based Detection in MIMO-OFDM Systems with Low-Resolution ADCs S. Rezaei S. Affes 69 1 0 31 Jan 2020
DeepJSCC-f: Deep Joint Source-Channel Coding of Images with FeedbackIEEE Journal on Selected Areas in Information Theory (JSAIT), 2019 David Burth Kurka Deniz Gündüz 290 380 0 25 Nov 2019
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine Weisi Guo 180 42 0 11 Nov 2019
Deep Neural Network Symbol Detection for Millimeter Wave CommunicationsGlobal Communications Conference (GLOBECOM), 2019 Yun Liao Nariman Farsad Stefano Rini Yonina C. Eldar Andrea J. Goldsmith 105 20 0 25 Jul 2019
A Neural Network Detector for Spectrum Sensing under Uncertainties Ziyu Ye Qihang Peng Kelly Levick Huigui Rong A. Gilman P. Cosman L. B. Milstein 164 2 0 15 Jul 2019
Deep Learning based Wireless Resource Allocation with Application to Vehicular NetworksProceedings of the IEEE (Proc. IEEE), 2019 Le Liang Hao Ye Guanding Yu Geoffrey Ye Li 174 218 0 07 Jul 2019
A Regression Approach to Certain Information Transmission ProblemsIEEE Journal on Selected Areas in Communications (JSAC), 2019 Wenyi Zhang Yizhu Wang Cong Shen Ning Liang 136 6 0 10 Jun 2019
ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol DetectionIEEE Transactions on Wireless Communications (TWC), 2019 Stefano Rini Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 204 157 0 26 May 2019
On Recurrent Neural Networks for Sequence-based Processing in CommunicationsAsilomar Conference on Signals, Systems and Computers (ACSSC), 2019 Daniel Tandler Sebastian Dörner Sebastian Cammerer S. Brink 176 20 0 24 May 2019
MIST: A Novel Training Strategy for Low-latency Scalable Neural Net Decoders Kumar Yashashwi Deepak Anand S. R. Pillai P. Chaporkar K. Ganesh 131 6 0 22 May 2019
Unsupervised Linear and Nonlinear Channel Equalization and Decoding using Variational AutoencodersIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2019 Avi Caciularu D. Burshtein 173 58 0 21 May 2019
LEMO: Learn to Equalize for MIMO-OFDM Systems with Low-Resolution ADCsInternational Conference on Speech Technology and Human-Computer Dialogue (ICSTHD), 2019 L. Chu Ling Pei Husheng Li Robert C. Qiu 97 4 0 14 May 2019
Machine Learning in the AirIEEE Journal on Selected Areas in Communications (JSAC), 2019 Deniz Gunduz Paul de Kerret N. Sidiropoulos David Gesbert C. Murthy M. Schaar AI4CE 145 204 0 28 Apr 2019
Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks Toshiki Matsumine T. Koike-Akino Ye Wang 115 24 0 09 Mar 2019
Supervised ML Solution for Band Assignment in Dual-Band Systems with Omnidirectional and Directional AntennasIEEE Transactions on Wireless Communications (TWC), 2019 Daoud Burghal Rui Wang Abdullah A. Alghafis A. Molisch 143 9 0 28 Feb 2019
End-to-End Optimized Transmission over Dispersive Intensity-Modulated Channels Using Bidirectional Recurrent Neural Networks B. Karanov D. Lavery P. Bayvel Laurent Schmalen 153 87 0 24 Jan 2019
Wireless Network Intelligence at the Edge Jihong Park S. Samarakoon M. Bennis Mérouane Debbah 244 551 0 07 Dec 2018
LEARN Codes: Inventing Low-latency Codes via Recurrent Neural Networks Yihan Jiang Hyeji Kim Himanshu Asnani Sreeram Kannan Sewoong Oh Pramod Viswanath 219 83 0 30 Nov 2018
Polar Decoding on Sparse Graphs with Deep LearningAsilomar Conference on Signals, Systems and Computers (ACSSC), 2018 Weihong Xu X. You Chuan Zhang Yair Be’ery 77 30 0 24 Nov 2018
Band Assignment in Dual Band Systems: A Learning-based Approach Daoud Burghal Rui Wang A. Molisch 102 11 0 02 Oct 2018
Learning Optimal Resource Allocations in Wireless SystemsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2018 Mark Eisen Clark Zhang Luiz F. O. Chamon Daniel D. Lee Alejandro Ribeiro 287 219 0 21 Jul 2018
Deep Learning Detection Networks in MIMO Decode-Forward Relay Channels Xianglan Jin Hyoung-Nam Kim 93 5 0 12 Jul 2018