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20232026
most citedWhy neural functionals suit statistical mechanics

22 citations · 158 across the 21 of their papers we have counts for

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7 papers · 1 filter

cond-mat.soft2026

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…

cond-mat.soft2026

Entropy power functional theory for Brownian many-body dynamics

Matthias Schmidt

We present a formally exact variational scheme for the overdamped Brownian dynamics of pairwise interacting many-body systems in general spatiotemporal nonequilibrium. A joint free…

cond-mat.soft2026

Entropy functional universality: Correlation, response, many-body interaction, multi-component, quantum, hyperfunctional, and Ornstein-Zernike structure

Matthias Schmidt

We give a comprehensive account of the recent entropy functional theory for the equilibrium statistical mechanics of classical many-body systems (arXiv:2606.28240). The approach is…

cond-mat.soft2026

Entropy functional theory for inhomogeneous fluids

Matthias Schmidt

We present an exact variational scheme for the physics of inhomogeneous classical fluids in thermal equilibrium. A joint metadensity minimization principle is proven for the one-bo…

cond-mat.soft2026

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…

cond-mat.stat-mech2026

Quantum statistical mechanics: Gauge invariance, operator shifting, hyperdensity functionals, and nonequilibrium sum rules

Johanna Müller, Matthias Schmidt

We provide an extended acount of the recent statistical mechanical theory of gauge invariance against operator shifting in quantum many-body systems (arXiv:2509.20494). The gauge t…

cond-mat.soft2026★ 3 cited

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…