Lienen, Marten

9 publications

ICLR 2025 Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting Marcel Kollovieh, Marten Lienen, David Lüdke, Leo Schwinn, Stephan Günnemann

ICML 2025 UnHiPPO: Uncertainty-Aware Initialization for State Space Models Marten Lienen, Abdullah Saydemir, Stephan Günnemann

TMLR 2024 Assessing Robustness via Score-Based Adversarial Image Generation Marcel Kollovieh, Lukas Gosch, Marten Lienen, Yan Scholten, Leo Schwinn, Stephan Günnemann

ICLR 2024 From Zero to Turbulence: Generative Modeling for 3D Flow Simulation Marten Lienen, David Lüdke, Jan Hansen-Palmus, Stephan Günnemann

ICMLW 2024 Unfolding Time: Generative Modeling for Turbulent Flows in 4D Abdullah Saydemir, Marten Lienen, Stephan Günnemann

NeurIPS 2023 Add and Thin: Diffusion for Temporal Point Processes David Lüdke, Marin Biloš, Oleksandr Shchur, Marten Lienen, Stephan Günnemann

ICLR 2022 Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks Marten Lienen, Stephan Günnemann

NeurIPSW 2022 Torchode: A Parallel ODE Solver for PyTorch Marten Lienen, Stephan Günnemann

ICML 2021 Scalable Optimal Transport in High Dimensions for Graph Distances, Embedding Alignment, and More Johannes Gasteiger, Marten Lienen, Stephan Günnemann