Jan Schuchardt

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

Room: 00.11.061
Phone: +49 (0)89 / 289-17380
E-Mail: j.schuchardt [at] tum.de

GitHub: jan-schuchardt

Research Focus

  • (Provably) robust machine learning
  • Machine learning on graphs

Publications

Google Scholar

Localized Randomized Smoothing for Collective Robustness Certification
(selected for spotlight presentation)
Jan Schuchardt, Tom Wollschläger, Aleksandar Bojchevski, Stephan Günnemann
International Conference on Learning Representations (ICLR), 2023

Invariance-Aware Randomized Smoothing Certificates
Jan Schuchardt, Stephan Günnemann
Conference on Neural Information Processing Systems (NeurIPS), 2022

Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks
Yan Scholten, Jan Schuchardt, Simon Geisler, Aleksandar Bojchevski, Stephan Günnemann
Conference on Neural Information Processing Systems (NeurIPS), 2022

Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
Simon Geisler & Johanna Sommer, Jan Schuchardt, Aleksandar Bojchevski, Stephan Günnemann
International Conference on Learning Representations (ICLR), 2022
[PDF]

Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
Jan Schuchardt
, Aleksandar Bojchevski, Johannes Gasteiger, Stephan Günnemann
International Conference on Learning Representations (ICLR), 2021
[PDF]

Workshop papers

Training Differentially Private Graph Neural Networks with Random Walk Sampling
Morgane Ayle, Jan Schuchardt, Lukas Gosch, Daniel Zügner, Stephan Günnemann
Workshop on Trustworthy and Socially Responsible Machine Learning
Conference on Neural Information Processing Systems (NeurIPS), 2022

Research Background

  • 2020: Master's thesis: Collective Robustness Certificates
  • 2018: Bachelor's thesis: Reinforcement Learning for Adaptation in Evolutionary Computation

Education

  • 2018 - 2020: M.Sc. Computer Science, Technical University of Munich
  • 2015 - 2018: B.Sc. Computer Science, Technical University of Munich