no code implementations • 7 May 2024 • Matteo Varotto, Florian Heinrichs, Timo Schuerg, Stefano Tomasin, Stefan Valentin
One mitigation approach is to detect such jamming attacks with an online observation system, based on machine learning.
1 code implementation • 28 Jan 2024 • Florian Heinrichs
Data analysis often requires methods that are invariant with respect to specific transformations, such as rotations in case of images or shifts in case of images and time series.
no code implementations • 26 Sep 2023 • Florian Heinrichs
Our research contributes a practical solution for distinguishing between minor fluctuations and meaningful degradations in machine learning model performance, ensuring their reliability in dynamic environments.
no code implementations • 14 Jan 2023 • Florian Heinrichs, Mavin Heim, Corinna Weber
It is desirable for statistical models to detect signals of interest independently of their position.