MAGUS: machine learning and graph theory assisted universal structure searcher

J Wang, H Gao, Y Han, C Ding, S Pan… - National Science …, 2023 - academic.oup.com
Crystal structure predictions based on first-principles calculations have gained great
success in materials science and solid state physics. However, the remaining challenges …

Accelerating the prediction of inorganic surfaces with machine learning interatomic potentials

K Noordhoek, C Bartel - Nanoscale, 2024 - pubs.rsc.org
The surface properties of solid-state materials often dictate their functionality, especially for
applications where nanoscale effects become important. The relevant surface (s) and their …

Machine-learning-accelerated simulations to enable automatic surface reconstruction

X Du, JK Damewood, JR Lunger, R Millan… - Nature Computational …, 2023 - nature.com
Understanding material surfaces and interfaces is vital in applications such as catalysis or
electronics. By combining energies from electronic structure with statistical mechanics, ab …

Two-Dimensional M-Chalcogene Family with Tunable Superconducting, Topological, and Magnetic Properties

C Ding, Q Lu, D Shao, Z Zhang, Y Han, J Wang… - Nano Letters, 2024 - ACS Publications
An interesting question is whether chalcogen atoms can emulate the role of carbon or boron
elements stabilized between two transition metal layers, as observed in MXenes or MBenes …

Intelligent Structure Searching and Designs for Nanoclusters: Effective Units in Atomic Manufacturing

J Gao, L Zhao, Y Chang, Y Zhang, S Qiu… - Advanced Intelligent …, 2024 - Wiley Online Library
Clusters, an aggregation of several to thousands of atoms, molecules, or ions, are the
building blocks of novel functional materials by atomic manufacturing and exhibit excellent …

Effective Field Neural Network

X Liu, Y Zhao, CY Wan, Y Zhang, J Liu - arxiv preprint arxiv:2502.17665, 2025 - arxiv.org
In recent years, with the rapid development of machine learning, physicists have been
exploring its new applications in solving or alleviating the curse of dimensionality in many …

[PDF][PDF] Intelligent Structure Searching and application designs for Clusters

J Gao, L Zhao, Y Chang, Y Zhang, S Qiu, Y Zhao, H Liu… - researchgate.net
Clusters, an aggregation of several to thousands of atoms, molecules or ions, are the
building blocks of novel functional materials by atomic manufacturing and exhibit excellent …