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Data-Driven Factor Graphs for Deep Symbol Detection

Data-Driven Factor Graphs for Deep Symbol Detection

International Symposium on Information Theory (ISIT), 2020
31 January 2020
Stefano Rini
Nariman Farsad
Yonina C. Eldar
Andrea J. Goldsmith
ArXiv (abs)PDFHTML

Papers citing "Data-Driven Factor Graphs for Deep Symbol Detection"

15 / 15 papers shown
Transformer-Based Decoding in Concatenated Coding Schemes Under Synchronization Errors
Transformer-Based Decoding in Concatenated Coding Schemes Under Synchronization ErrorsInternational Symposium on Information Theory (ISIT), 2025
Julian Streit
Franziska Weindel
Reinhard Heckel
163
1
0
02 Nov 2025
Blind Channel Estimation and Joint Symbol Detection with Data-Driven Factor Graphs
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
276
9
0
23 Jan 2024
Deep Learning-Based Detection for Marker Codes over Insertion and
  Deletion Channels
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
401
8
0
02 Jan 2024
MetaSSD: Meta-Learned Self-Supervised Detection
MetaSSD: Meta-Learned Self-Supervised DetectionInternational Symposium on Information Theory (ISIT), 2022
M. Park
Jungseul Ok
Yo-Seb Jeon
Dongwoo Kim
140
2
0
30 May 2022
Low-complexity Near-optimum Symbol Detection Based on Neural Enhancement
  of Factor Graphs
Low-complexity Near-optimum Symbol Detection Based on Neural Enhancement of Factor GraphsIEEE Transactions on Communications (IEEE Trans. Commun.), 2022
Luca Schmid
Laurent Schmalen
202
14
0
30 Mar 2022
LoRD-Net: Unfolded Deep Detection Network with Low-Resolution Receivers
LoRD-Net: Unfolded Deep Detection Network with Low-Resolution ReceiversIEEE Transactions on Signal Processing (IEEE TSP), 2021
Shahin Khobahi
Stefano Rini
M. Soltanalian
Yonina C. Eldar
242
45
0
05 Feb 2021
Model-Based Machine Learning for Communications
Model-Based Machine Learning for Communications
Stefano Rini
Nariman Farsad
Yonina C. Eldar
Andrea J. Goldsmith
257
24
0
12 Jan 2021
Model-Based Deep Learning
Model-Based Deep LearningProceedings of the IEEE (Proc. IEEE), 2020
Stefano Rini
Jay Whang
Yonina C. Eldar
A. Dimakis
605
472
0
15 Dec 2020
FedRec: Federated Learning of Universal Receivers over Fading Channels
FedRec: Federated Learning of Universal Receivers over Fading Channels
Mahdi Boloursaz Mashhadi
Stefano Rini
Yonina C. Eldar
Deniz Gunduz
FedML
255
19
0
14 Nov 2020
PR-NN: RNN-based Detection for Coded Partial-Response Channels
PR-NN: RNN-based Detection for Coded Partial-Response ChannelsIEEE Journal on Selected Areas in Communications (JSAC), 2020
Simeng Zheng
Yi Liu
P. Siegel
190
14
0
30 Jul 2020
Learned Factor Graphs for Inference from Stationary Time Sequences
Learned Factor Graphs for Inference from Stationary Time Sequences
Stefano Rini
Nariman Farsad
Yonina C. Eldar
Andrea J. Goldsmith
477
27
0
05 Jun 2020
Neural Network-Aided BCJR Algorithm for Joint Symbol Detection and
  Channel Decoding
Neural Network-Aided BCJR Algorithm for Joint Symbol Detection and Channel DecodingIEEE Workshop on Signal Processing Systems (SiPS), 2020
Wen-Chiao Tsai
Chieh-Fang Teng
Han-Mo Ou
A. Wu
213
8
0
30 May 2020
Data-Driven Symbol Detection via Model-Based Machine Learning
Data-Driven Symbol Detection via Model-Based Machine LearningSymposium on Software Performance (SP), 2020
Nariman Farsad
Stefano Rini
Andrea J. Goldsmith
Yonina C. Eldar
221
51
0
14 Feb 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO
  Detection
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO DetectionIEEE Transactions on Wireless Communications (TWC), 2020
Stefano Rini
Rong Fu
Yonina C. Eldar
241
124
0
08 Feb 2020
ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol Detection
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
292
162
0
26 May 2019
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