The Cost of Understanding—XAI Algorithms towards Sustainable ML in the View of Computational Cost

C Jean-Quartier, K Bein, L Hejny, E Hofer, A Holzinger… - Computation, 2023 - mdpi.com
In response to socioeconomic development, the number of machine learning applications
has increased, along with the calls for algorithmic transparency and further sustainability in …

Pinpoint the joules: Unifying runtime-support for energy measurements on heterogeneous systems

S Köhler, B Herzog, T Hönig, L Wenzel… - 2020 IEEE/ACM …, 2020 - ieeexplore.ieee.org
For the design and operation of today's computer systems, power and energy requirements
are highest priorities. Unlike performance analyses, however, power and energy …

[PDF][PDF] Eco-friendly and Secure Data Center to Detection Compromised Devices Utilizing Swarm Approach.

HH Mahmoud, MKM Al-Shammari… - … Journal of Intelligent …, 2024 - researchgate.net
Modern civilization increasingly relies on sustainable and eco-friendly data centers as the
core hubs of intelligent computing. However, these data centers, while vital, also face …

Recognizing hpc workloads based on power draw signatures

S Köhler, L Wenzel, M Plauth, P Böning… - … on Computing and …, 2021 - ieeexplore.ieee.org
The power draw of computing infrastructure—besides being a critical operating resource—
can give valuable insights into the type and behavior of workloads running on it. In …

Improving the Accessibility of Heterogeneous System Resources for Application Developers using Programming Abstractions

MF Plauth - 2022 - publishup.uni-potsdam.de
The heterogeneity of today's state-of-the-art computer architectures is confronting
application developers with an immense degree of complexity which results from two major …

[PDF][PDF] Portable Executables

L Hagemann, T Wollnik - Operating Systems II–Student Projects - publishup.uni-potsdam.de
We present an approach to build executables that can be ported between different
instruction set architectures (ISAs). Our approach draws on the LLVM Intermediate …