Publications by ANT Staff of Edgar Beck

2024

• Model-free Reinforcement Learning of Semantic Communication by Stochastic Policy Gradient BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN 2024), Vol. 1, pp. 7, 5. - 8. May 2024, DOI
• Human-integrated Multi-agent Exploration using Semantic Communication and Extended Reality Simulation BibT_EX
  E. Beck, A. Dekorsy, A. Suresh, P. Rückert, K. Tracht
  IEEE, IEEE International Conference on Automation, Robotics and Applications (ICARA 2024), Vol. 10, pp. 7, Athens, Greece, 22. - 24. February 2024

2023

• Semantic Information Recovery in Wireless Networks BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  MDPI, Sensors, Vol. 23, No. 14, pp. 6347, July 2023, DOI
• Swarm Exploration and Communications: A First Step towards Mutually-Aware Integration by Probabilistic Learning BibT_EX
  E. Beck, B.-S. Shin, S. Wang, A. Dekorsy, Thomas Wiedemann, Dmitriy Shutin
  MDPI, Electronics, Vol. 12, No. 8, pp. 1908, April 2023, DOI

2022

• Robust Deep Reinforcement Learning Scheduling via Weight Anchoring BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE Communications Letters, Vol. 27, No. 1, pp. 210 - 213, October 2022, DOI
• Learning Resource Scheduling with High Priority Users using Deep Deterministic Policy Gradients BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE International Conference on Communications, Seoul/Online, Southkorea, 16. - 20. May 2022, DOI
• Deep Reinforcement Model Selection for Communications Resource Allocation in On-Site Medical Care BibT_EX
  S. Gracla, E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE Wireless Communications and Networking Conference, Austin/Online, USA, 13. - 16. April 2022, DOI

2021

• CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, IEEE Transactions on Communications, Vol. 69, No. 12, pp. 8214-8227, December 2021, DOI

2020

• Concrete MAP Detection: A Machine Learning Inspired Relaxation BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  VDE-Verlag, 24th International ITG Workshop on Smart Antennas (WSA 2020), Vol. 24, Hamburg, Germany, 18. - 20. February 2020, ISBN 978-3-8007-5200-3

2019

• Compressed Edge Spectrum Sensing: Extensions and Practical Considerations BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  De Gruyter, at - Automatisierungstechnik, Vol. 67, No. 1, Germany, January 2019, DOI

2018

• Compressed Edge Spectrum Sensing for Wideband Cognitive Radios BibT_EX
  E. Beck, C. Bockelmann, A. Dekorsy
  IEEE, 26th European Signal Processing Conference (EUSIPCO 2018), Vol. 26, pp. 1705-1709, Rome, Italy, 3. - 7. September 2018, DOI

2017

• One- and Two-dimensional Compressive Edge Spectrum Sensing BibT_EX
  C. Bockelmann, E. Beck, A. Dekorsy
  Jahreskolloquium Kommunikation in der Automation (KommA) 2017, Magdeburg, Germany, 14. - 15. November 2017
• Compressed Spectrum Sensing for Cognitive Radio in Time and Space BibT_EX
  E. Beck
  Master Thesis, University of Bremen, Bremen, Germany, May 2017