activity
20222025
most citedGeneral time-reversal equivariant neural network potential for magnetic materials

12 citations · 17 across the 7 of their papers we have counts for

collaborators

7 papers

cond-mat.mtrl-sci2025

Defect-Charge-Driven 90° Switching in HfO2

Muting Xie, Hongyu Yu, Zhihao Dai +3

Hafnium dioxide (HfO2) is a CMOS-compatible ferroelectric showing both 180° and 90° switching, yet the microscopic nature of the 90° pathway remains unresolved. We show that the 90…

cond-mat.mtrl-sci2025

Moiré-Induced Magnetoelectricity in Twisted Bilayer NiI2

Haiyan Zhu, Hongyu Yu, Weiqin Zhu +3

Twisted magnetic van der Waals (vdW) materials offer a promising route for multiferroic engineering, yet modeling large-scale moiré superlattices remains challenging. Leveraging a…

cond-mat.mtrl-sci2024★ 1 cited

Deterministic and Efficient Switching of Sliding Ferroelectrics

Shihan Deng, Hongyu Yu, Junyi Ji +2

Recent studies highlight the scientific importance and broad application prospects of two-dimensional (2D) sliding ferroelectrics, which prevalently exhibit vertical polarization w…

cond-mat.mtrl-sci2024

Symmetry Strategy for Rapid Discovery of Abundant Fractional Quantum Ferroelectrics

Guoliang Yu, Junyi Ji, Changsong Xu +1

Traditional ferroelectrics are limited by Neumann's principle, which confines exploration of ferroelectrics within polar point groups. Our recent work [Nat. Commun. 15, 135, (2024)…

cond-mat.mtrl-sci2023★ 1 cited

Evaluating Gilbert Damping in Magnetic Insulators from First Principles

Liangliang Hong, Changsong Xu, Hongjun Xiang

Magnetic damping has a significant impact on the performance of various magnetic and spintronic devices, making it a long-standing focus of research. The strength of magnetic dampi…

cond-mat.mtrl-sci2023★ 3 cited

Triple-Well Charge Density Wave Transition Driven by Cooperation between Peierls-like Effect and Antiferromagnetic Order in FeGe

Binhua Zhang, Junyi Ji, Changsong Xu +1

Kagome materials provide a promising platform to explore intriguing correlated phenomena including magnetism, charge density wave (CDW), and nontrivial band topology. Recently, a C…

cond-mat.mtrl-sci2022★ 12 cited

General time-reversal equivariant neural network potential for magnetic materials

Hongyu Yu, Boyu Liu, Yang Zhong +5

This study introduces time-reversal E(3)-equivariant neural network and SpinGNN++ framework for constructing a comprehensive interatomic potential for magnetic systems, encompassin…