no code implementations • 15 Aug 2023 • Xing-Yu Ma, Shaogang Hao
By gearing up DL with knowledge of inverse lithography physics, ILDLS provides a new and efficient mask optimization solution.
no code implementations • 22 Feb 2021 • Xing-Yu Ma, Hou-Yi Lyu, Kuan-Rong Hao, Zhen-Gang Zhu, Qing-Bo Yan, Gang Su
Beyond the conventional trial-and-error method, machine learning offers a great opportunity to accelerate the discovery of functional materials, but still often suffers from difficulties such as limited materials data and unbalanced distribution of target property.
Active Learning Materials Science
no code implementations • 15 Oct 2020 • Zhen Zhang, Jing-Yang You, Xing-Yu Ma, Bo Gu, Gang Su
For the bilayer compound Co6Sn5Se4, it becomes a half-metal, with a relatively flat plateau in its anomalous Hall conductivity corresponding to |C| = 3 near the Fermi level.
Materials Science