Michael Plainer

Technische Universität Berlin
Machine Learning (ML)

Marchstraße 23, 10587 Berlin

Michael Plainer

Doctoral Researcher

Winfried Ripken, Michael Plainer, Gregor Lied, Thorben Frank, Oliver T. Unke, Stefan Chmiela, Frank Noé, Klaus-Robert Müller

Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics

January 30, 2026

https://doi.org/10.48550/arXiv.2601.22123

Klara Bonneau, Aldo S. Pasos-Trejo, Michael Plainer, Luca Sagresti, Jacopo Venturin, Iryna Zaporozhets, Alessandro Caruso, Edoardo Rolando, Andrea Guljas, Leon Klein, Maximilian Schebek, Filippo Albani, Raquel López-Ríos de Castro, Zakariya El Machachi, Lorenzo Giambagli, Cecilia Clementi

Breaking the Barriers of Molecular Dynamics With Deep-Learning: Opportunities, Pitfalls, and How to Navigate Them

January 23, 2026

https://doi.org/10.1002/wcms.70064

Michael Plainer, Hao Wu, Leon Klein, Stephan Günnemann, Frank Noé

Consistent Sampling and Simulation: Molecular Dynamics with Energy-Based Diffusion Models

June 20, 2025

https://doi.org/10.48550/arXiv.2506.17139

Michael Plainer

Michael Plainer

PUBLICATIONS

Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics

Breaking the Barriers of Molecular Dynamics With Deep-Learning: Opportunities, Pitfalls, and How to Navigate Them

Consistent Sampling and Simulation: Molecular Dynamics with Energy-Based Diffusion Models