I'm Marten Lienen and I care about solving problems and improving efficiency with software
and machine learning. Aesthetically pleasing code makes me extra happy. At the moment, I
am a PhD student at TUM's DAML group working on spatiotemporal data modeling and
ML+Science in general. Before that, I worked at BMW's autonomous driving campus on 3D
object detection.
For quite some time, I have also been interested in the various paradigms of thinking
about programming that different programming languages have to offer and I like to read
obscure books about them. You can find some of my own code on my github profile.
Publications
- Unfolding Time: Generative Modeling for Turbulent Flows in 4D{Abdullah Saydemir, Marten Lienen}, Stephan Günnemann
AI4Science Workshop, ICML, 2024
- From Zero to Turbulence: Generative Modeling for 3D Flow SimulationMarten Lienen, David Lüdke, Jan Hansen-Palmus, Stephan Günnemann
International Conference on Learning Representations, 2024
- Add and Thin: Diffusion for Temporal Point ProcessesDavid Lüdke, Marin Biloš, Oleksandr Shchur, Marten Lienen, Stephan Günnemann
Neural Information Processing Systems, 2023
- torchode: A Parallel ODE Solver for PyTorchMarten Lienen, Stephan Günnemann
The Symbiosis of Deep Learning and Differential Equations Workshop, NeurIPS, 2022
- Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element NetworksMarten Lienen, Stephan Günnemann
International Conference on Learning Representations (Spotlight), 2022
- Scalable Optimal Transport in High Dimensions for Graph Distances, Embedding Alignment, and MoreJohannes Klicpera, Marten Lienen, Stephan Günnemann
International Conference on Machine Learning, 2021
- FLGR: Fixed Length Gists Representation Learning for RNN-HMM Hybrid-based Neuromorphic Continuous Gesture RecognitionGuang Chen, Jieneng Chen, Marten Lienen, Jörg Conradt, Florian Roehrbein, Alois C Knoll
Frontiers in Neuroscience, 13 (2019)
- Rate-Adaptive Link Quality Estimation for Coded Packet NetworksMaurice Leclaire, Stephan M. Günther, Marten Lienen, Maximilian Riemensberger, Georg Carle
2016 IEEE 41st Conference on Local Computer Networks (LCN)