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2026
Trainable Bitwise Soft Quantization for Input Feature Compression
Schrödter, Karsten; Stenkamp, Jan; Herrmann, Nina; Gieseke, Fabian
Proceedings of Machine Learning Research
Boosted Trees on a Diet: Compact Models for Resource-Constrained Devices
Herrmann, Nina; Stenkamp, Jan; Karic, Benjamin; Oehmke, Stefan; Gieseke, Fabian
Counting Parked Bicycles on the Edge - A TinyML Smart City Application
Stenkamp, Jan; Hunke, Mathis; Karatas, Cem; Kirchhoff, Steffen; Knaden, Christoph; Naebers, Paul; Zhao, Lige; Karic, Benjamin; Gieseke, Fabian; Herrmann, Nina
2025
Send Less, Save More: Energy-Efficiency Benchmark of Embedded CNN Inference vs. Data Transmission in IoT
Benjamin Karic, Nina Herrmann, Jan Stenkamp, Paula Scharf, Fabian Gieseke, Angela Schwering
2024
Collecting Data in an Immersive Video Environment to Set up an Agent-Based Model of Pedestrians’ Compliance with COVID-Related Interventions
Karic, Benjamin; Stenkamp, Jan; Brüggemann, Michael; Schröder, Simon; Kray, Christian; Verstegen, Judith
Journal of Artificial Societies and Social Simulation