Natalie Maman, M.Sc.
Short CV
Natalie Maman, M.Sc., has been a research assistant in the Intelligent Embedded Systems department of the Faculty of Computer Science at the University of Duisburg-Essen since October 2024. In 2019, she completed her bachelor's degree in applied computer science with a focus on engineering informatics. In August 2023, she completed her master's degree in computer science with a focus on distributed, reliable systems, also at the UDE. Her master's thesis dealt with retraining autoencoders to compensate for data drift in neural spike sorting. This was followed by a year as an application software engineer at an IT service provider.
Research
She is currently employed on the TransfAIr project. The main goal of the project is to develop and test transfer approaches
for artificial intelligence in the industry. The focus of the project will be on approaches for transferring learned knowledge to new problems (transfer learning), as well as approaches for transferring existing neural networks to different hardware platforms. By developing a tool, the approaches are to be made usable for industrial users.
Informatik / AI
47057 Duisburg
Functions
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Wissenschaftliche/r Mitarbeiter/in, Intelligente Eingebettete Systeme
Current lectures
No current lectures.
The following publications are listed in the online university bibliography of the University of Duisburg-Essen. Further information may also be found on the person's personal web pages.
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Demo: Deriving LUT-based Neural Network Hardware Accelerators for Tiny Smart Sensor SystemsIn: Proceedings of the International Conference on Smart Computing Workshops and Other Affiliated Events (SMARTCOMP Companion 2026) / International Conference on Smart Computing Workshops and Other Affiliated Events (SMARTCOMP Companion 2026); 22-25 June 2026; Messina, Italy / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: IEEE, 2026, pp. 409 – 411
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Precomputed 1D-CNNs for Atrial Fibrillation Detection on Tiny Smart Sensor SystemsIn: 2026 IEEE International Conference on Smart Computing (SmartComp) / 2026 IEEE International Conference on Smart Computing (SmartComp), 22-25 June 2026, Messina, Italy. Piscataway: Institute of Electrical and Electronics Engineers Inc., 2026, pp. 9 – 16
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Hardware-Aware Neural Architecture Search with Mixed-Precision QuantizationIn: 2025 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) / IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 17-21 March 2025, Washington DC, USA / Institute of Electrical and Electronics Engineers (IEEE) (Eds.). Piscataway: Institute of Electrical and Electronics Engineers Inc., 2025, pp. 626 – 627