Machine Learning for Communications

Contact: Dirk Wübben

Involved Staff

• E. Beck
• S. Gracla
• S. Hassanpour
• M. Hummert
• T. Monsees
• D. Wübben
• L. Zhu

Description

Publications

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2022

• Finite-Alphabet Message Passing using only Integer Operations for Highly Parallel LDPC Decoders BibT_EX
  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_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE ICC 2022, 16. May 2022
• Semantic Communication: An Information Bottleneck View BibT_EX
  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_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE WCNC 2022, 13. April 2022
• Beamspace MIMO for Satellite Swarms BibT_EX
  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_EX
  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_EX
  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_EX
  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_EX
  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_EX
  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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