Daniel Zügner

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

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

Publications

• Daniel Zügner, Stephan Günnemann
  Certifiable Robustness and Robust Training for Graph Convolutional Networks
  ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2019
  [PDF]
• Daniel Zügner and Stephan Günnemann
  Adversarial Attacks on Graph Neural Networks via Meta Learning
  International Conference on Learning Representations (ICLR), 2019
  [PDF]
• 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
  [PDF]
• Aleksandar Bojchevski, Oleksandr Shchur, Daniel Zügner, Stephan Günnemann
  NetGAN: Generating Graphs via Random Walks
  International Conference on Machine Learning (ICML), 2018
  [PDF]
• 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
  [PDF]

Education

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