Marten Lienen

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

Room: 00.11.063
E-Mail: m.lienen -at- tum_de

web: martenlienen.com
github: martenlienen
twitter: martenlienen

Interests

  • Time Series
  • Machine Learning in Simulations
  • Computational Science + Machine Learning
  • Principled Machine Learning

Publications

  • From Zero to Turbulence: Generative Modeling for 3D Flow Simulation
    Marten Lienen, David Lüdke, Jan Hansen-Palmus, Stephan Günnemann
    International Conference on Learning Representations (ICLR), 2024
    [Paper] [Code]
  • torchode: A Parallel ODE Solver for PyTorch
    Marten Lienen, Stephan Günnemann
    The Symbiosis of Deep Learning and Differential Equations II Workshop at NeurIPS, 2022
    [Paper] [Code]
  • Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks
    Marten Lienen, Stephan Günnemann
    International Conference on Learning Representations (ICLR), 2022
    [Paper] [Code]

You can find a complete list on my Google Scholar profile.

Background

  • 2018 - 2019: Development Specialist in Autonomous Driving, BMW
  • 2015 - 2017: M.Sc. in Computer Science, Technical University of Munich, awarded with high distinction
  • 2012 - 2015: B.Sc. in Computer Science,  Heinrich Heine University Düsseldorf