Kaltenbach, Sebastian;Koutsourelakis, Phaedon-SteliosIncorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systemsJournal of Computational Physics2020109673
Schöberl, Markus Josef JohannProbabilistic Machine Learning Strategies for Coarse-Graining of Molecular Dynamics at Equilibrium2020Dissertation247 p.
Grigo, Constantin GeorgPhysics-Aware, Bayesian Machine Learning Models for Uncertainty Quantification of High-Dimensional Systems in the Small Data Regime2020Dissertation187 p.