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Technical University of Munich
Technical University of Munich

Johanna Sommer

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

Room: 00.11.055
Phone: +49 89 289-17832
E-Mail: sommer [at] in [dot] tum [dot] de

Selected Publications

  • MAGNet: Motif-Agnostic Generation of Molecules from Shapes
    Leon Hetzel and Johanna Sommer (equal contribution), Bastian Rieck, Fabian Theis, Stephan Günnemann
    Preprint, 2023
  • The Power of Motifs as Inductive Bias for Learning Molecular Distributions
    Johanna Sommer and Leon Hetzel (equal contribution), David Lüdke, Fabian Theis, Stephan Günnemann
    Machine Learning for Drug Discovery @ ICLR, 2023
  • Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
    Simon Geisler and Johanna Sommer (equal contribution),, Jan Schuchardt, Aleksandar Bojchevski, Stephan Günnemann
    International Conference on Learning Representations (ICLR), 2022
  • Neural Flows: Efficient Alternative to Neural ODEs
    Marin Biloš, Johanna Sommer, Syama Sundar Rangapuram, Tim Januschowski, Stephan Günnemann
    Neural Information Processing Systems (NeurIPS), 2021

Education

2019 - 2021: M.Sc. Computer Science | Technical University of Munich, passed with distinction
2016 - 2019: B.Sc. Applied Computer Science | Baden-Württemberg Cooperative State University

Experience

2019: IBM Research Intern | Zurich, Switzerland
2018: IBM Research Intern | San Jose, CA, USA 

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