Publications - Department of Communications Engineering

Deep Learning-Based Distributed Remote Source Coding via Information Bottleneck Method: The Parallel Processing Scheme BibT_EX
S. Hassanpour, M. Hummert, D. Wübben, A. Dekorsy
IEEE International Conference on Communications Workshops (ICC Workshops 2025), Montreal, Canada, 8. - 12. June 2025
A Deep Variational Approach to Multiterminal Joint Source-Channel Coding Based on Information Bottleneck Principle BibT_EX
S. Hassanpour, M. Hummert, D. Wübben, A. Dekorsy
IEEE Open Journal of the Communications Society (OJ-COMS), Vol. 6, pp. 4462-4475, May 2025, DOI
Investigating the Generalization Capabilities of Deep FAVIB: A Data-Driven Information Bottleneck-Based Quantization Scheme for Noisy Channels BibT_EX
M. Hummert, S. Hassanpour, D. Wübben, A. Dekorsy
International ITG Conference on Systems, Communications and Coding (SCC 2025), Karlsruhe, Germany, 10. - 13. March 2025, DOI

Deep FAVIB: Deep Learning-Based Forward-Aware Quantization via Information Bottleneck Method BibT_EX
M. Hummert, S. Hassanpour, D. Wübben, A. Dekorsy
IEEE International Conference on Communications (ICC 2024), Denver, CO, USA, 9. - 13. June 2024, DOI
Deep Learning-Based Forward-Aware Quantization for Satellite-Aided Communications via Information Bottleneck Method BibT_EX
M. Hummert, S. Hassanpour, D. Wübben, A. Dekorsy
2024 European Conference on Networks and Communications & 6G Summit (EuCNC & 6G Summit), Antwerp, Belgium, 3. - 6. June 2024, DOI
Improving NOMA Performance by Application of Autoencoders and Equidistant Power Allocation BibT_EX
M. Hummert, N. Bulk, C. Bockelmann, D. Wübben, A. Dekorsy
27th International Workshop on Smart Antennas (WSA 2024), Dresden, Germany, 17. - 19. March 2024, DOI

DRLLA: Deep Reinforcement Learning for Link Adaption BibT_EX
F. Geiser, D. Wessel, M. Hummert, A. Weber, D. Wübben, A. Dekorsy, A. Viseras
MDPI, MDPI Telecom Journal, Vol. 3(4), pp. 692-705, November 2022, DOI
Lesson Learnt and Future of AI Applied to Manufacturing BibT_EX
V. Frascolla, M. Hummert, T. Monsees, D. Wübben, A. Dekorsy, N. Michailow, V. Döricht, C. Niedermeier, J. Kaiser, A. Bröring, M. Villnow, D. Wessel, F. Geiser, M. Wissel, A. Viseras, B. Han, B. Richerzhagen, H.D. Schotten, D. Calandra, F. Lamberti
River Publishers, Intelligent Edge-Embedded Technologies for Digitising Industry , 1. June 2022, ISBN 9788770226110

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, DOI

DeEQ: Deep Equalization for Large MIMO Systems BibT_EX
M. Hummert, D. Wübben, A. Dekorsy
24th International ITG Workshop on Smart Antennas (WSA 2020), Vol. 24, Hamburg, Germany, 18. - 20. February 2020