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Machine Learning for Communications
Contact:
Dirk Wübben
Involved Staff
E. Beck
S. Gracla
S. Hassanpour
M. Hummert
T. Monsees
D. Wübben
L. Zhu
Description
Projects
Human-integrated Space Exploration (HiSE)
Open 6G Hub
Radio Communication with Artificial Intelligence (FunKI)
Artificial Intelligence for Mobile Systems (AIMS)
TACNET 4.0
Publications
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2022
Finite-Alphabet Message Passing using only Integer Operations for Highly Parallel LDPC Decoders
BibT
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X
T. Monsees
,
D. Wübben
,
A. Dekorsy
, Oliver Griebel, Matthias Herrmann, Norbert Wehn
23rd IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2022)
,
Oulu, Finland,
4. - 6. June 2022
Learning Resource Scheduling with High Priority Users using Deep Deterministic Policy Gradients
BibT
E
X
S. Gracla
,
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE ICC 2022,
16. May 2022
Semantic Communication: An Information Bottleneck View
BibT
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X
E. Beck
,
C. Bockelmann
,
A. Dekorsy
submitted for publication,
April 2022
Deep Reinforcement Model Selection for Communications Resource Allocation in On-Site Medical Care
BibT
E
X
S. Gracla
,
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE WCNC 2022,
13. April 2022
Beamspace MIMO for Satellite Swarms
BibT
E
X
M. Röper
,
B. Matthiesen
,
D. Wübben
,
P. Popovski
,
A. Dekorsy
2022 IEEE Wireless Communications and Networking Conference (WCNC 2022)
,
Austin, TX, USA, USA,
10. - 13. April 2022
2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity
BibT
E
X
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE Transactions on Communications
,
Vol. 69, No. 12, pp. 8214-8227,
December 2021
,
DOI
Relative Entropy based Message Combining for Exploiting Diversity in Information Optimized Processing
BibT
E
X
T. Monsees
,
D. Wübben
,
A. Dekorsy
25th International ITG Workshop on Smart Antennas (WSA 2021)
,
EURECOM, France,
10. - 12. November 2021
Forward-Aware Information Bottleneck-Based Vector Quantization: Multiterminal Extensions for Parallel and Successive Retrieval
BibT
E
X
S. Hassanpour
,
D. Wübben
,
A. Dekorsy
IEEE Transactions on Communications
,
Vol. 69, No. 10, pp. 6633-6646,
October 2021
,
DOI
Machine Learning Scaled Belief Propagation for Short Codes
BibT
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X
M. Hummert
,
D. Wübben
,
A. Dekorsy
IEEE 94th Vehicular Technology Conference (VTC2021-Fall)
,
27. - 30. September 2021
Neural Network-based Forecasting of Decodability for Early ARQ
BibT
E
X
M. Hummert
,
D. Wübben
,
A. Dekorsy
17th International Symposium on Wireless Communication Systems (ISWCS 2021)
,
Berlin, Germany,
6. - 9. September 2021
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Last change on 20.05.2022 by
D. Wübben
© Department of Communications Engineering -
University of Bremen
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