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

• Generative Modeling
• Time Series
• Principled Machine Learning

Publications

• UnHiPPO: Uncertainty-aware Initialization for State Space Models
  Marten Lienen, Abdullah Saydemir, Stephan Günnemann
  International Conference on Machine Learning (ICML), 2025
  [Paper] [Code]
• Unfolding Time: Generative Modeling for Turbulent Flows in 4D
  Abdullah Saydemir*, Marten Lienen*, Stephan Günnemann
  AI for Science: Scaling in AI for Scientific Discovery Workshop @ ICML 2024
  [Paper]
• 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