Andreas Mardt

VAMPnets for deep learning of molecular kinetics

Andreas Mardt, Luca Pasquali, Hao Wu et al. · Refubium (Universitätsbibliothek der Freien Universität Berlin) · 2018 · 523 citations · Full text

Deep Generative Markov State Models

Hao Wu, Andreas Mardt, Luca Pasquali et al. · arXiv (Cornell University) · 2018 · 36 citations · Full text

Engineering, Machine Learning, Molecular Biology +19

Deep learning to decompose macromolecules into independent Markovian domains

Andreas Mardt, Tim Hempel, Cecilia Clementi et al. · Nature Communications · 2022 · 22 citations · Full text

Deep learning Markov and Koopman models with physical constraints

Andreas Mardt, Luca Pasquali, Frank Noé et al. · arXiv (Cornell University) · 2019 · 20 citations · Full text

Markov Decision Process, Engineering, Machine Learning +11

Deeptime: a Python library for machine learning dynamical models from time series data

Moritz Hoffmann, Martin K. Scherer, Tim Hempel et al. · Machine Learning Science and Technology · 2021 · 17 citations · Full text