1 code implementation • 20 Dec 2023 • Raphael Fischer, Amal Saadallah
Our method clearly outperforms other model selection approaches - on average, it only requires 20% of computation costs for recommending models with 90% of the best-possible quality.
1 code implementation • 17 Apr 2023 • Raphael Fischer, Matthias Jakobs, Katharina Morik
Advances in artificial intelligence need to become more resource-aware and sustainable.
no code implementations • 24 May 2022 • Tommaso Polonelli, Hanna Müller, Weikang Kong, Raphael Fischer, Luca Benini, Michele Magno
This paper presents a low-power, self-sustainable, and modular wireless sensor node for aerodynamic and acoustic measurements on wind turbines and other industrial structures.
no code implementations • 1 Jun 2021 • Katharina Morik, Helena Kotthaus, Lukas Heppe, Danny Heinrich, Raphael Fischer, Andreas Pauly, Nico Piatkowski
On the other hand, care labels are the result of a certification suite that tests whether stated guarantees hold.
no code implementations • 21 May 2021 • Katharina Beckh, Sebastian Müller, Matthias Jakobs, Vanessa Toborek, Hanxiao Tan, Raphael Fischer, Pascal Welke, Sebastian Houben, Laura von Rueden
This survey presents an overview of integrating prior knowledge into machine learning systems in order to improve explainability.
no code implementations • 21 May 2021 • Katharina Morik, Helena Kotthaus, Raphael Fischer, Sascha Mücke, Matthias Jakobs, Nico Piatkowski, Andreas Pauly, Lukas Heppe, Danny Heinrich
How can they be guaranteed for a certain implementation of a machine learning model?