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