Projects: Neuronale Funktionaltheorie für inhomogene weiche Materie

Sammüller, Florian ; Schmidt, Matthias:
Determining the Chemical Potential via Universal Density Functional Learning.
In: Physical Review Letters. Vol. 136 (2026) . - 068202.
DOI: https://doi.org/10.1103/7bqn-y2d7

Matthes, Joshua ; Robitschko, Silas ; Müller, Johanna ; Hermann, Sophie ; Sammüller, Florian ; Schmidt, Matthias:
Gauge invariance and hyperforce correlation theory for equilibrium fluid mixtures.
In: The Journal of Chemical Physics. Vol. 164 (2026) . - 044903.
DOI: https://doi.org/10.1063/5.0303764

Robitschko, Silas ; Sammüller, Florian ; Schmidt, Matthias ; Evans, Robert:
Learning the bulk and interfacial physics of liquid-liquid phase separation with neural density functionals.
In: The Journal of Chemical Physics. Vol. 163 (2025) . - 161101.
DOI: https://doi.org/10.1063/5.0290261

Kampa, Stefanie M. ; Sammüller, Florian ; Schmidt, Matthias ; Evans, Robert:
Metadensity Functional Theory for Classical Fluids : Extracting the Pair Potential.
In: Physical Review Letters. Vol. 134 (2025) . - 107301.
DOI: https://doi.org/10.1103/PhysRevLett.134.107301

Sammüller, Florian ; Schmidt, Matthias ; Evans, Robert:
Neural Density Functional Theory of Liquid-Gas Phase Coexistence.
In: Physical Review X. Vol. 15 (2025) . - 011013.
DOI: https://doi.org/10.1103/PhysRevX.15.011013

Müller, Johanna ; Sammüller, Florian ; Schmidt, Matthias:
Why gauge invariance applies to statistical mechanics.
In: Journal of Physics A: Mathematical and Theoretical. Vol. 58 (2025) . - 125003.
DOI: https://doi.org/10.1088/1751-8121/adbfe6

Sammüller, Florian ; Schmidt, Matthias:
Why hyperdensity functionals describe any equilibrium observable.
In: Journal of Physics: Condensed Matter. Vol. 37 (2024) Issue 8 . - 083001.
DOI: https://doi.org/10.1088/1361-648X/ad98da