activity
20232026
most citedUniversal Machine Learning Kohn-Sham Hamiltonian for Materials

42 citations · 64 across the 16 of their papers we have counts for

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10 papers · 1 filter

cond-mat.mtrl-sci2026

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

Xianxi Zhang, Hongyu Yu, Liangliang Hong +1

Coupled spin-lattice dynamics (SLD) underlie a wide range of magnetic phenomena, yet a unified first-principles framework that propagates both degrees of freedom without empirical…

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

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★ 17 cited

Recent Advances in Unconventional Ferroelectrics and Multiferroics

Hongyu Yu, Junyi Ji, Wei Luo +2

Emerging ferroic materials may pave a new way to next-generation nanoelectronic and spintronic devices due to their interesting physical properties. Here, we systematically review…

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-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-sci2024

Role of Domain Walls on Imprint and Fatigue in HfO2-Based Ferroelectrics

Muting Xie, Hongyu Yu, Binhua Zhang +2

HfO2-based ferroelectric materials are promising for the next generation of memory devices, attracting significant attention. However, their potential applications are significantl…

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★ 1 cited

Identifying Direct Bandgap Silicon Structures with High-throughput Search and Machine Learning Methods

Rui Wang, Hongyu Yu, Yang Zhong +1

Utilizations of silicon-based luminescent devices are restricted by the indirect-gap nature of diamond silicon. In this study, the high-throughput method is employed to expedite di…

cond-mat.mtrl-sci2024

Switchable Ferroelectricity in Subnano Silicon Thin Films

Hongyu Yu, Shihan deng, Muting Xie +5

Recent advancements underscore the critical need to develop ferroelectric materials compatible with silicon. We systematically explore possible ferroelectric silicon quantum films…