Krug

Wiss. Mitarbeiter/-in

M.Sc. Valerie Krug

Institut für Intelligente Kooperierende Systeme (IKS)
AG Artificial Intelligence Lab
Universitätsplatz 2, Gebäude 29, 39106 Magdeburg, G29-024
About me

Education

  • 2010 - 2013: Bachelor of Science "Biotechnology/Bioinformatics", Mittweida University of Applied Sciences
  • 2013 - 2016: Master of Science "Bioinformatics", University of Potsdam
  • 2016 - 2019: Researcher/PhD student at the Machine Learning in Cognitive Science Lab, University of Potsdam
  • Since 2019: Researcher/PhD student at the AI Lab, OVGU

Main Research Focus

  • explainable Artificial Intelligence (XAI)
  • analyzing and visualizing Deep Learning models (aka Introspection)

Further Interests

  • visualizing and communicating science
    (e.g. for exhibits, public talks)

Selected Publications:

  • Visualizing Deep Neural Networks with Topographic Activation Maps.
    Andreas Krug; Raihan Kabir Ratul & Sebastian Stober.
    In: arXiv preprint arXiv:2204.03528, 2022.
    [PDF] [github]
  • Analyzing and Visualizing Deep Neural Networks for Speech Recognition with Saliency-Adjusted Neuron Activation Profiles.
    Andreas Krug; Maral Ebrahimzadeh; Jost Alemann; Jens Johannsmeier & Sebastian Stober.
    In: Electronics 10 (11), 1350, 2021.
    [URL]
  • Visualizing Deep Neural Networks for Speech Recognition with Learned Topographic Filter Maps.
    Andreas Krug & Sebastian Stober.
    In: Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP, 2019.
    [PDF]
  • Neuron Activation Profiles for Interpreting Convolutional Speech Recognition Models.
    Andreas Krug; René Knaebel & Sebastian Stober.
    In: NeurIPS 2018 Interpretability and Robustness for Audio, Speech and Language Workshop (IRASL’18), 2018.

Lehrveranstaltungen

Below, you can see the classes I'm currently involved in.

Last Modification: 19.09.2022 - Contact Person: Michael Preuss