activity
20222026
most citedDPA-2: a large atomic model as a multi-task learner

132 citations · 295 across the 11 of their papers we have counts for

collaborators

11 papers

cond-mat.mtrl-sci2026

Skyrmion nucleus resolves the Landauer paradox

Jiyuan Yang, Denan Li, Shi Liu

Ferroelectric switching is among the most fundamental and widely studied symmetry-breaking processes in physics. However, the Landauer paradox asserts that an ideal single-domain f…

cond-mat.mtrl-sci2026

Unlocking Static Polarization and Strain Density Waves in Perovskites by Softening a Hidden Antiferrodistortive Tilt Gradient Mode

Yajun Zhang, Devesh R. Kripalani, Xu He +9

Spin density waves (SDWs) represent a fundamental paradigm of spatially modulated order in condensed matter systems, yet their electrical and mechanical analogues polarization and…

cond-mat.mtrl-sci2025

Enhancing ferroelectric stability: Wide-range of adaptive control in epitaxial HfO2/ZrO2 superlattices

Jingxuan Li, Shiqing Deng, Liyang Ma +12

The metastability of the polar phase in HfO2, despite its excellent compatibility with the complementary metal-oxide-semiconductor process, remains a key obstacle for its industria…

physics.comp-ph2025★ 1 cited

Are Foundational Atomistic Models Reliable for Finite-Temperature Molecular Dynamics?

Denan Li, Jiyuan Yang, Xiangkai Chen +2

Machine learning force fields have emerged as promising tools for molecular dynamics (MD) simulations, potentially offering quantum-mechanical accuracy with the efficiency of class…

cond-mat.mtrl-sci2024★ 11 cited

Topological phase transitions in perovskite superlattices driven by temperature, electric field, and doping

Jiyuan Yang, Shi Liu

Many dipolar topological structures have been experimentally demonstrated in (PbTiO)/(SrTiO) superlattices, such as flux-closure, vortice, and skyrmion. In this wor…

cond-mat.mtrl-sci2024★ 15 cited

Theoretical lower limit of coercive field in ferroelectric hafnia

Jiyuan Yang, Jing Wu, Jingxuan Li +4

The high coercive field () of hafnia-based ferroelectrics presents a major obstacle to their applications. The ferroelectric switching mechanisms in hafnia that dictate ,…

cond-mat.mtrl-sci2024★ 33 cited

Giant piezoelectric effects of topological structures in stretched ferroelectric membranes

Yihao Hu, Jiyuan Yang, Shi Liu

Freestanding ferroelectric oxide membranes emerge as a promising platform for exploring the interplay between topological polar ordering and dipolar interactions that are continuou…

physics.chem-ph2023★ 132 cited

DPA-2: a large atomic model as a multi-task learner

Duo Zhang, Xinzijian Liu, Xiangyu Zhang +40

The rapid advancements in artificial intelligence (AI) are catalyzing transformative changes in atomic modeling, simulation, and design. AI-driven potential energy models have demo…

cond-mat.mtrl-sci2023★ 39 cited

Universal interatomic potential for perovskite oxides

Jing Wu, Jiyuan Yang, Yuan-Jinsheng Liu +5

With their celebrated structural and chemical flexibility, perovskite oxides have served as a highly adaptable material platform for exploring emergent phenomena arising from the i…

cond-mat.mtrl-sci2023★ 48 cited

Modular development of deep potential for complex solid solutions

Jing Wu, Jiyuan Yang, Liyang Ma +2

The multicomponent oxide solid solution is a versatile platform to tune the delicate balance between competing spin, charge, orbital, and lattice degrees of freedom for materials d…

cond-mat.mtrl-sci2022★ 16 cited

Onsite and intersite electronic correlations in the Hubbard model for halide perovskites

Jiyuan Yang, Tianyuan Zhu, Shi Liu

Halide perovskites (HPs) are widely viewed as promising photovoltaic and light-emitting materials for their suitable band gaps in the visible spectrum. Density functional theory (D…