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Deep Learning-Based Communication Over the Air

Deep Learning-Based Communication Over the Air

11 July 2017
Sebastian Dörner
Sebastian Cammerer
J. Hoydis
S. Brink
ArXivPDFHTML

Papers citing "Deep Learning-Based Communication Over the Air"

50 / 54 papers shown
Title
Topological Neural Networks over the Air
Topological Neural Networks over the Air
Simone Fiorellino
Claudio Battiloro
P. Di Lorenzo
78
3
0
17 Feb 2025
5G LDPC Linear Transformer for Channel Decoding
5G LDPC Linear Transformer for Channel Decoding
Mario Hernandez
Fernando Pinero
36
0
0
23 Jan 2025
Deep Deterministic Policy Gradient for End-to-End Communication Systems
  without Prior Channel Knowledge
Deep Deterministic Policy Gradient for End-to-End Communication Systems without Prior Channel Knowledge
Bolun Zhang
Nguyen Van Huynh
11
4
0
12 May 2023
A Hybrid Approach combining ANN-based and Conventional Demapping in
  Communication for Efficient FPGA-Implementation
A Hybrid Approach combining ANN-based and Conventional Demapping in Communication for Efficient FPGA-Implementation
Jonas Ney
Bilal Hammoud
Norbert Wehn
16
2
0
11 Apr 2023
Semantics-Empowered Communication: A Tutorial-cum-Survey
Semantics-Empowered Communication: A Tutorial-cum-Survey
Zhilin Lu
Rongpeng Li
Kun Lu
Xianfu Chen
E. Hossain
Zhifeng Zhao
Honggang Zhang
39
19
0
16 Dec 2022
DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO
  Wireless Systems
DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO Wireless Systems
Reinhard Wiesmayr
C. Dick
J. Hoydis
Christoph Studer
13
11
0
15 Dec 2022
Bit Error and Block Error Rate Training for ML-Assisted Communication
Bit Error and Block Error Rate Training for ML-Assisted Communication
Reinhard Wiesmayr
Gian Marti
C. Dick
Haochuan Song
Christoph Studer
30
9
0
25 Oct 2022
Over-the-Air Split Machine Learning in Wireless MIMO Networks
Over-the-Air Split Machine Learning in Wireless MIMO Networks
YuZhi Yang
Zhaoyang Zhang
Yuqing Tian
Zhaohui Yang
Chongwen Huang
C. Zhong
Kai‐Kit Wong
26
23
0
07 Oct 2022
Economics of Semantic Communication System: An Auction Approach
Economics of Semantic Communication System: An Auction Approach
Z. Liew
Hongyang Du
Wei Yang Bryan Lim
Zehui Xiong
Dusit Niyato
Chunyan Miao
Dong In Kim
48
10
0
02 Aug 2022
Overview of Deep Learning-based CSI Feedback in Massive MIMO Systems
Overview of Deep Learning-based CSI Feedback in Massive MIMO Systems
Jiajia Guo
Chao-Kai Wen
Shi Jin
Geoffrey Ye Li
31
146
0
29 Jun 2022
Short Blocklength Wiretap Channel Codes via Deep Learning: Design and
  Performance Evaluation
Short Blocklength Wiretap Channel Codes via Deep Learning: Design and Performance Evaluation
Vidhi Rana
Rémi A. Chou
17
14
0
07 Jun 2022
Channel model for end-to-end learning of communications systems: A
  survey
Channel model for end-to-end learning of communications systems: A survey
Ijaz Ahmad
Seokjoo Shin
19
0
0
08 Apr 2022
Combining AI/ML and PHY Layer Rule Based Inference -- Some First Results
Combining AI/ML and PHY Layer Rule Based Inference -- Some First Results
Brenda Vilas Boas
W. Zirwas
M. Haardt
AI4CE
8
1
0
14 Mar 2022
Hybrid Neural Coded Modulation: Design and Training Methods
Hybrid Neural Coded Modulation: Design and Training Methods
S. Lim
Jiyong Han
Wonjong Noh
Yujae Song
Sang-Woon Jeon
24
5
0
04 Feb 2022
End-to-End Autoencoder Communications with Optimized Interference
  Suppression
End-to-End Autoencoder Communications with Optimized Interference Suppression
Kemal Davaslioglu
T. Erpek
Y. Sagduyu
34
4
0
29 Dec 2021
Autoencoder-based Communications with Reconfigurable Intelligent
  Surfaces
Autoencoder-based Communications with Reconfigurable Intelligent Surfaces
T. Erpek
Y. Sagduyu
Ahmed Alkhateeb
Aylin Yener
17
7
0
08 Dec 2021
Digital Signal Processing Using Deep Neural Networks
Digital Signal Processing Using Deep Neural Networks
Brian Shevitski
Y. Watkins
Nicole Man
Michael Girard
AI4CE
28
4
0
21 Sep 2021
End-to-End Deep Learning of Long-Haul Coherent Optical Fiber
  Communications via Regular Perturbation Model
End-to-End Deep Learning of Long-Haul Coherent Optical Fiber Communications via Regular Perturbation Model
V. Neskorniuk
A. Carnio
V. Bajaj
D. Marsella
S. Turitsyn
Jaroslaw E. Prilepsky
Vahid Aref
18
20
0
26 Jul 2021
Semantic Communications for Speech Recognition
Semantic Communications for Speech Recognition
Zhenzi Weng
Zhijin Qin
Geoffrey Ye Li
23
35
0
22 Jul 2021
HybridDeepRx: Deep Learning Receiver for High-EVM Signals
HybridDeepRx: Deep Learning Receiver for High-EVM Signals
Jaakko Pihlajasalo
D. Korpi
Mikko Honkala
Janne M. J. Huttunen
T. Riihonen
J. Talvitie
Alberto Brihuega
M. Uusitalo
M. Valkama
28
12
0
30 Jun 2021
Signal Processing Based Deep Learning for Blind Symbol Decoding and
  Modulation Classification
Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification
Samer S. Hanna
C. Dick
D. Cabric
42
38
0
19 Jun 2021
Distributed Learning in Wireless Networks: Recent Progress and Future
  Challenges
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges
Mingzhe Chen
Deniz Gündüz
Kaibin Huang
Walid Saad
M. Bennis
Aneta Vulgarakis Feljan
H. Vincent Poor
35
401
0
05 Apr 2021
Learning Task-Oriented Communication for Edge Inference: An Information
  Bottleneck Approach
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach
Jiawei Shao
Yuyi Mao
Jun Zhang
44
212
0
08 Feb 2021
Machine Learning for MU-MIMO Receive Processing in OFDM Systems
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
Deep Learning-based Resource Allocation For Device-to-Device
  Communication
Deep Learning-based Resource Allocation For Device-to-Device Communication
Woongsup Lee
R. Schober
9
38
0
25 Nov 2020
6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented
  Communications
6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications
Emilio Calvanese Strinati
Sergio Barbarossa
17
386
0
04 Nov 2020
DeepWiPHY: Deep Learning-based Receiver Design and Dataset for IEEE
  802.11ax Systems
DeepWiPHY: Deep Learning-based Receiver Design and Dataset for IEEE 802.11ax Systems
Yuhui Zhang
Akash S. Doshi
Rob Liston
Wai-tian Tan
Xiaoqing Zhu
J. Andrews
R. Heath
8
31
0
19 Oct 2020
Communication-Efficient and Distributed Learning Over Wireless Networks:
  Principles and Applications
Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications
Jihong Park
S. Samarakoon
Anis Elgabli
Joongheon Kim
M. Bennis
Seong-Lyun Kim
Mérouane Debbah
34
161
0
06 Aug 2020
Deep Multi-Task Learning for Cooperative NOMA: System Design and
  Principles
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles
Yuxin Lu
Peng Cheng
Zhuo Chen
W. Mow
Yonghui Li
B. Vucetic
19
13
0
27 Jul 2020
Deep unfolding of the weighted MMSE beamforming algorithm
Deep unfolding of the weighted MMSE beamforming algorithm
Lissy Pellaco
M. Bengtsson
Joakim Jaldén
19
21
0
15 Jun 2020
Experimental Investigation of Deep Learning for Digital Signal
  Processing in Short Reach Optical Fiber Communications
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
20
26
0
18 May 2020
Deep Learning for Wireless Communications
Deep Learning for Wireless Communications
T. Erpek
Tim O'Shea
Y. Sagduyu
Yi Shi
T. Clancy
26
134
0
12 May 2020
DeepRx: Fully Convolutional Deep Learning Receiver
DeepRx: Fully Convolutional Deep Learning Receiver
Mikko Honkala
D. Korpi
Janne M. J. Huttunen
30
133
0
04 May 2020
Deep Learning for Massive MIMO Channel State Acquisition and Feedback
Deep Learning for Massive MIMO Channel State Acquisition and Feedback
Mahdi Boloursaz Mashhadi
Deniz Gündüz
11
29
0
17 Feb 2020
Deep Learning for Over-the-Air Non-Orthogonal Signal Classification
Deep Learning for Over-the-Air Non-Orthogonal Signal Classification
Tongyang Xu
I. Darwazeh
11
21
0
14 Nov 2019
Turbo Autoencoder: Deep learning based channel codes for point-to-point
  communication channels
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
Conditional Mutual Information Neural Estimator
Conditional Mutual Information Neural Estimator
Sina Molavipour
Germán Bassi
Mikael Skoglund
11
14
0
06 Nov 2019
Meta-Learning to Communicate: Fast End-to-End Training for Fading
  Channels
Meta-Learning to Communicate: Fast End-to-End Training for Fading Channels
Sangwoo Park
Osvaldo Simeone
Joonhyuk Kang
15
51
0
22 Oct 2019
Complexity-Scalable Neural Network Based MIMO Detection With Learnable
  Weight Scaling
Complexity-Scalable Neural Network Based MIMO Detection With Learnable Weight Scaling
A. Mohammad
C. Masouros
Y. Andreopoulos
16
28
0
12 Sep 2019
Deep Learning based Wireless Resource Allocation with Application to
  Vehicular Networks
Deep Learning based Wireless Resource Allocation with Application to Vehicular Networks
Le Liang
Hao Ye
Guanding Yu
Geoffrey Ye Li
22
194
0
07 Jul 2019
A Novel Deep Neural Network Based Approach for Sparse Code Multiple
  Access
A Novel Deep Neural Network Based Approach for Sparse Code Multiple Access
Jinzhi Lin
Shengzhong Feng
Zhile Yang
Yun Zhang
Yong Zhang
29
32
0
04 Jun 2019
Deep Learning for Large-Scale Real-World ACARS and ADS-B Radio Signal
  Classification
Deep Learning for Large-Scale Real-World ACARS and ADS-B Radio Signal Classification
Shichuan Chen
Shilian Zheng
Lifeng Yang
Xiaoniu Yang
31
59
0
20 Apr 2019
Design of Communication Systems using Deep Learning: A Variational
  Inference Perspective
Design of Communication Systems using Deep Learning: A Variational Inference Perspective
Vishnu Raj
Sheetal Kalyani
32
22
0
18 Apr 2019
Deep Learning-Based Constellation Optimization for Physical Network
  Coding in Two-Way Relay Networks
Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks
Toshiki Matsumine
T. Koike-Akino
Ye Wang
26
24
0
09 Mar 2019
Deep Learning for Signal Demodulation in Physical Layer Wireless
  Communications: Prototype Platform, Open Dataset, and Analytics
Deep Learning for Signal Demodulation in Physical Layer Wireless Communications: Prototype Platform, Open Dataset, and Analytics
Hongmei Wang
Zhenzhen Wu
Shuai Ma
Songtao Lu
Han Zhang
Guoru Ding
Shiyin Li
19
52
0
08 Mar 2019
Deep Learning for Channel Coding via Neural Mutual Information
  Estimation
Deep Learning for Channel Coding via Neural Mutual Information Estimation
Rick Fritschek
Rafael F. Schaefer
Gerhard Wunder
33
45
0
07 Mar 2019
Model-free Training of End-to-end Communication Systems
Model-free Training of End-to-end Communication Systems
Fayçal Ait Aoudia
J. Hoydis
17
188
0
14 Dec 2018
Wireless Network Intelligence at the Edge
Wireless Network Intelligence at the Edge
Jihong Park
S. Samarakoon
M. Bennis
Mérouane Debbah
19
518
0
07 Dec 2018
End-to-end Deep Learning of Optical Fiber Communications
End-to-end Deep Learning of Optical Fiber Communications
B. Karanov
M. Chagnon
F. Thouin
T. Eriksson
H. Bülow
D. Lavery
P. Bayvel
Laurent Schmalen
12
286
0
11 Apr 2018
Deep Learning in Mobile and Wireless Networking: A Survey
Deep Learning in Mobile and Wireless Networking: A Survey
Chaoyun Zhang
P. Patras
Hamed Haddadi
36
1,303
0
12 Mar 2018
12
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