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13 Pith papers cite this work. Polarity classification is still indexing.

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2026 13

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Contrastive Regularization of Machine Learning Potentials

physics.chem-ph · 2026-06-30 · conditional · novelty 7.0

Contrastive Regularized MSE (CRMSE) corrects distribution-level failures of MSE-trained ML interatomic potentials on ethanol and aspirin from MD17 by penalizing spurious minima sampled from the model's own Langevin chains.

Dynamical pseudopotentials

cond-mat.mtrl-sci · 2026-05-06 · unverdicted · novelty 7.0

Dynamical pseudopotentials with sum-over-poles representation reproduce all-electron scattering over wide energy ranges and enable a consistent many-body treatment of all-electron atoms, pseudo-atoms, and solids.

A Fully Ab-Initio Spin-Lattice Dynamics Framework for Magnetic Materials

cond-mat.mtrl-sci · 2026-05-03 · unverdicted · novelty 7.0

A fully ab initio spin-lattice dynamics framework integrated into VASP recovers correct magnetic ground states from random starts in four materials and supplies better training data for magnetic machine-learning potentials.

Thermodynamic Charge Partition in Accumulation-Layer Heterostructures

cond-mat.mes-hall · 2026-05-01 · unverdicted · novelty 7.0

Treating charge partition as the central state variable in accumulation layers produces a Helmholtz free energy and spectral path selection that yields universal master functions matching magnetocapacitance experiments.

Stress calculation in linear scaling DFT: convergence and dynamics

cond-mat.mtrl-sci · 2026-07-08 · accept · novelty 5.0

Analytic stress for linear-scaling DFT with localized orbitals is derived, validated against exact diagonalization across six materials, and shown to support stable NPT molecular dynamics at modest density matrix ranges.

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