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: jan.schuchardt [at] in.tum.de

Research Focus

(Provably) robust machine learning
Machine learning on graphs

Publications

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, 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]

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