56 citations · 355 across the 22 of their papers we have counts for
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Multivariate hyperdensity functional theory for inhomogeneous equilibrium fluids: From first principles to simulation-based machine learning
Florian Sammüller, Matthias Schmidt
Hyperdensity functional theory facilitates the investigation of the equilibrium behavior of a general order parameter or statistical mechanical observable in spatially inhomogeneou…
Spherical metadensity functional learning for inhomogeneous classical fluids
Stefanie M. Kampa, Matthias Schmidt, Florian Sammüller
We develop classical density functional learning to address fluids with truncated pairwise interparticle interactions in three-dimensional spherical geometry. Simulation data for s…
Nonequilibrium scaling of drag forces in counterdriven fluid mixtures
Jonas Köglmayr, Florian Sammüller, Matthias Schmidt
We address the effective nonequilibrium drag force field that emerges from the microscopic interparticle interactions in steady states of counterdriven binary fluid mixtures. Using…
Metadensity functional learning for classical fluids: Regularizing with pair correlations
Stefanie M. Kampa, Florian Sammüller, Matthias Schmidt
We investigate and exploit consequences of the recent neural metadensity functional theory [Kampa et al., Phys. Rev. Lett. 134, 107301 (2025), 10.1103/PhysRevLett.134.107301] for d…