Daniel Zügner

Technical University of Munich
Department of Informatics - I26
Boltzmannstr. 3
85748 Garching b. München

Room: 02.11.034
Phone: +49 (0)89 / 289-17265
Fax: +49 (0)89 / 289-17276
E-Mail: zuegnerd [at] in.tum.de

Research Focus

  • Robust deep learning for graphs
  • Hierarchical representation learning
  • Uncertainty estimation for neural network predictions


  • Daniel Zügner, Stephan Günnemann
    Certifiable Robustness and Robust Training for Graph Convolutional Networks
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2019
  • Daniel Zügner and Stephan Günnemann
    Adversarial Attacks on Graph Neural Networks via Meta Learning
    International Conference on Learning Representations (ICLR), 2019
  • Daniel Zügner, Amir Akbarnejad, Stephan Günnemann
    Adversarial Attacks on Neural Networks for Graph Data
    (Best Research Paper Award)

    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2018
  • Aleksandar Bojchevski, Oleksandr Shchur, Daniel Zügner, Stephan Günnemann
    NetGAN: Generating Graphs via Random Walks
    International Conference on Machine Learning (ICML), 2018
  • Matthias Hauser, Daniel Zügner, Christoph Flath, Frederic Thiesse
    Pushing the limits of RFID: Empowering RFID-based Electronic Article Surveillance with Data Analytics Techniques
    International Conference on Information Systems (ICIS) 2015


  • 2015 - 2017: M.Sc Informatics, University of Hamburg, awarded with distinction
  • 2011 - 2015: B.Sc Information Systems, University of Würzburg, awarded with distinction