activity
20222026
most citedSpin-Dependent Graph Neural Network Potential for Magnetic Materials

52 citations · 135 across the 21 of their papers we have counts for

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Showing 2025Show all

6 papers · 1 filter

cond-mat.mtrl-sci2025

Efficient E(3)-equivariant framework for universal charge density prediction

Xiwen Li, Zaizhou Xin, Hongyu Yu +3

Electronic structure is ubiquitously obtained via density functional theory (DFT), where the charge density plays a central role. This work presents EdenGNN (Equivariant Density Gr…

cond-mat.mtrl-sci2025★ 2 cited

Strain-induced gyrotropic effects in ferroelectric BaTiS3

Wei Luo, Asier Zabalo, Guodong Ren +5

Gyrotropic effects, including natural optical activity (NOA) and the nonlinear anomalous Hall effect (NAHE), are crucial for advancing optical and transport devices. We explore the…

cond-mat.mtrl-sci2025

A Universal Spin-Orbit-Coupled Hamiltonian Model for Accelerated Quantum Material Discovery

Yang Zhong, Rui Wang, Xingao Gong +1

The accurate modeling of spin-orbit coupling (SOC) effects in diverse complex systems remains a significant challenge due to the high computational demands of density functional th…

cond-mat.mes-hall2025★ 3 cited

Revealing Higher-Order Topological Bulk-boundary Correspondence in Bismuth Crystal with Spin-helical Hinge State Loop and Proximity Superconductivity

D. M. Zhao, Y. Zhong, T. Yuan +7

Topological materials are typically characterized by gapless boundary states originated from nontrivial bulk band topology, known as topological bulk-boundary correspondence. Recen…

cond-mat.mtrl-sci2025

Linear Scaling Calculation of Atomic Forces and Energies with Machine Learning Local Density Matrix

Zaizhou Xin, Yang Zhong, Xingao Gong +1

Accurately calculating energies and atomic forces with linear-scaling methods is a crucial approach to accelerating and improving molecular dynamics simulations. In this paper, we…

cond-mat.mtrl-sci2025★ 1 cited

ABACUS: An Electronic Structure Analysis Package for the AI Era

Weiqing Zhou, Daye Zheng, Qianrui Liu +55

ABACUS (Atomic-orbital Based Ab-initio Computation at USTC) is an open-source software for first-principles electronic structure calculations and molecular dynamics simulations. It…