58 citations · 288 across the 24 of their papers we have counts for
4 papers · 1 filter
Quantum Circuit Evolution on NISQ Devices
Lukas Franken, Bogdan Georgiev, Sascha Mücke +4
Variational quantum circuits build the foundation for various classes of quantum algorithms. In a nutshell, the weights of a parametrized quantum circuit are varied until the empir…
Resource-Constrained On-Device Learning by Dynamic Averaging
Lukas Heppe, Michael Kamp, Linara Adilova +3
The communication between data-generating devices is partially responsible for a growing portion of the world's power consumption. Thus reducing communication is vital, both, from…
The Channel as a Traffic Sensor: Vehicle Detection and Classification based on Radio Fingerprinting
Benjamin Sliwa, Niko Piatkowski, Christian Wietfeld
Ubiquitously deployed Internet of Things (IoT)- based automatic vehicle classification systems will catalyze data-driven traffic flow optimization in future smart cities and will t…
LIMITS: Lightweight Machine Learning for IoT Systems with Resource Limitations
Benjamin Sliwa, Nico Piatkowski, Christian Wietfeld
Exploiting big data knowledge on small devices will pave the way for building truly cognitive Internet of Things (IoT) systems. Although machine learning has led to great advanceme…