Symmetry-Preserving Local Representation for Short-Range Interaction in Complex Materials
Abstract
Modeling short-range interactions in highly disordered materials remains challenging due to the immense configuration space and the disruption of local symmetry in truncated theoretical models. Here, we propose a symmetry-preserving local representation framework that strictly enforces topological continuity and translational invariance via boundary passivation. Applied to high-entropy alloys, this approach autonomously unravels the nonlinear ligand effects modulating local reactivity and accurately captures coverage-dependent many-body interactions without explicit periodic expansion. By resolving the conflict between localized chemical environments and extended periodic boundaries, this framework not only reduces computational complexity by an order of magnitude but also provides a physically transparent paradigm for deciphering short-range order in complex condensed matter systems.
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BibTeX
@misc{cheng2026symmetrypreserving,
title = {{Symmetry-Preserving Local Representation for Short-Range Interaction in Complex Materials}},
author = {Hao Cheng and Tong Yang and Hao Wu and Haokai Hong and Zhongrui Wang and Shu Ping Lau and Wanyu Lin and Kay Chen Tan and Ming Yang},
howpublished = {arXiv},
year = {2026},
month = oct,
doi = {10.48550/arxiv.2610.30726},
eprint = {2610.30726},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2610.30726},
note = {CC BY 4.0},
}
RIS
TY - UNPB
TI - Symmetry-Preserving Local Representation for Short-Range Interaction in Complex Materials
AU - Hao Cheng
AU - Tong Yang
AU - Hao Wu
AU - Haokai Hong
AU - Zhongrui Wang
AU - Shu Ping Lau
AU - Wanyu Lin
AU - Kay Chen Tan
AU - Ming Yang
PY - 2026
DA - 2026/10/22
PB - arXiv
DO - 10.48550/arxiv.2610.30726
UR - https://arxiv.org/abs/2610.30726
AB - Modeling short-range interactions in highly disordered materials remains challenging due to the immense configuration space and the disruption of local symmetry in truncated theoretical models. Here, we propose a symmetry-preserving local representation framework that strictly enforces topological continuity and translational invariance via boundary passivation. Applied to high-entropy alloys, this approach autonomously unravels the nonlinear ligand effects modulating local reactivity and accurately captures coverage-dependent many-body interactions without explicit periodic expansion. By resolving the conflict between localized chemical environments and extended periodic boundaries, this framework not only reduces computational complexity by an order of magnitude but also provides a physically transparent paradigm for deciphering short-range order in complex condensed matter systems.
ER -