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20212026
most citedDeep learning tight-binding approach for large-scale electronic simulations at finite temperatures with accuracy

53 citations · 56 across the 9 of their papers we have counts for

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cond-mat.mtrl-sci2025

Deep Learning-Based Quantum Transport Simulations in Two-Dimensional Materials

Jijie Zou, Zhanghao Zhouyin, Qiangqiang Gu +1

Two-dimensional (2D) materials exhibit a wide range of electronic properties that make them promising candidates for next-generation nanoelectronic devices. Accurate prediction of…

cond-mat.mtrl-sci2025

Deep Neural Network for Phonon-Assisted Optical Spectra in Semiconductors

Qiangqiang Gu, Shishir Kumar Pandey, Zhanghao Zhouyin

Ab initio based accurate simulation of phonon-assisted optical spectra of semiconductors at finite temperatures remains a formidable challenge, as it requires large supercells for…