most citedHigh-performance training and inference for deep equivariant interatomic potentials

11 citations · 14 across the 5 of their papers we have counts for

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cond-mat.mtrl-sci2026

Predicting Interface Structure using the Minima Hopping Method with a Machine Learning Interatomic Potential

Chang-Ti Chou, Menghang Wang, Chao Yang +4

Predicting atomic-scale interfacial structures remains a central challenge in materials science due to their structural complexity and the difficulty of direct comparison between c…

cond-mat.mtrl-sci2025

Quantum theory of nonlinear phononics

Francesco Libbi, Boris Kozinsky

The recent capability to use THz pulses to control the nuclear quantum degrees of freedom in crystals has opened promising avenues for the advanced manipulation of material propert…

cond-mat.mtrl-sci2025

Equivalence of charged and neutral density functional formulations for correcting the many-body self-interaction of polarons

Stefano Falletta, Jennifer Coulter, Joel B. Varley +4

The electron self-interaction problem in density functional theory affects the accurate modeling of polarons, particularly their localization and formation energy. Charged and neut…

cond-mat.mtrl-sci20253 cited

Coupled reaction and diffusion governing interface evolution in solid-state batteries

Jingxuan Ding, Laura Zichi, Matteo Carli +4

Understanding and controlling the atomistic-level reactions governing the formation of the solid-electrolyte interphase (SEI) is crucial for the viability of next-generation solid…

cond-mat.mtrl-sci2025

Exploring Charge Density Waves in two-dimensional NbSe2 with Machine Learning

Norma Rivano, Francesco Libbi, Chuin Wei Tan +8

Niobium diselenide (NbSe) has garnered significant attention due to the coexistence of superconductivity and charge density waves (CDWs) down to the monolayer limit. However, r…

cond-mat.mtrl-sci2025

Revealing the proton slingshot mechanism in solid acid electrolytes through machine learning molecular dynamics

Menghang Wang, Jingxuan Ding, Grace Xiong +8

In solid acid solid electrolytes CsHPO and CsHSO, mechanisms of fast proton conduction have long been debated and attributed to either local proton hopping or polyanion…