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RESEARCH PAPER · Nature Communications · 2024

High-throughput screening and machine learning classification of van der Waals dielectrics for 2D nanoelectronics

Yuhui Li, Guolin Wan, Yongqian Zhu, Jingyu Yang, Yanfang Zhang, Jinbo Pan, Shixuan Du

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42 direct citing works

High-throughput screening and machine learning classification of van der Waals dielectrics for 2D nanoelectronicsOriginalCorrelated Dirac Fermions in Twisted Bilayers of MoS23Coupling Strategies of Multi‐Physical Fields in 2D Materials‐Based Photodetectors62Influence Mechanism of Vertical Mirror Symmetry on Out-of-Plane Dielectric Properties in 2D Materials0Synthesis and Electrocatalytic Applications of Polyelemental Nanoparticles8Artificial Intelligence for Materials Discovery, Development, and Optimization170Accelerating discovery of next-generation power electronics materials via high-throughput ab initio screening11Artificial intelligence for post-moore field-effect transistors: a review and perspective1Dielectric engineering for scaling down two-dimensional field-effect transistors2Deep learning-driven intelligent prediction for tailoring electrical properties of N2200-based donor-acceptor conjugated copolymer OFETs3Giant Spin Splitting and Anisotropic Spin Polarization in 2D Altermagnet Cr 2 O7Application of numerical simulation-driven atomic manufacturing in two-dimensional field-effect transistors02D semiconductors and computational electronics0First-principles prediction of β-phase SnA 2 N 4 (A = Si; Ge) monolayers: outstanding mechanical anisotropy and high electron mobility for FET devices0Two-dimensional van der Waals high-speed photodetectors enhanced by surface and interface engineering3Step-Edge-Guided Growth of Single-Crystalline γ-Bi 2 O 3 with Unidirectional Orientation as a High-κ Dielectric for 2D Transistors3Anomaly-Detection-Driven Screening of Thermodynamic Stability from Composition Descriptors Alone0Massive Discovery of Low-Dimensional Materials from Universal Computational Strategy3GenSym: A tool for random symmetric structure generation and its application in crystal structure prediction software0Device-scaling constraints imposed by the van der Waals gap formed in two-dimensional materials9Electronic, Dielectric, and Optical Properties of High- κ Oxides and Their Interfaces with Silicon0High-throughput discovery of 2D van der Waals gate dielectrics by interpretable machine learning for sub-1-nm equivalent oxide thickness scaling1First-principles-based search for emergent topological spin textures in transition-metal dichalcogenide monolayers0Transition-Metal-Doped Molybdenum Disulfide Gas Sensors Designed by First Principles and Adsorption Feature-Integrated Machine Learning2Deep learning assisted ellipsometry informed thickness predictive capabilities of van der Waals crystals from conventional optical microscopy images0High‐Throughput Discovery of Quantum Frustrated Materials0Intrinsic Large‐Unit‐Cell Systems for Advanced Thermoelectrics and Thermal Management0

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26 direct citing papers saved.

  1. Correlated Dirac Fermions in Twisted Bilayers of MoS2

    Nano Letters · 2024-12-30

    Jun Yong Kang

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  2. Coupling Strategies of Multi‐Physical Fields in 2D Materials‐Based Photodetectors

    Advanced Materials · 2025-03-09

    Ruofei Xing, Xinglong Zhang, Xueshuo Fan, Ranran Xie, Limin Wu, Xiaosheng Fang

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  3. Influence Mechanism of Vertical Mirror Symmetry on Out-of-Plane Dielectric Properties in 2D Materials

    The Journal of Physical Chemistry Letters · 2025-04-17

    Yang Hu, Hengze Qu, Xuemin Hu, Wenhan Zhou, Shengli Zhang

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  4. Synthesis and Electrocatalytic Applications of Polyelemental Nanoparticles

    ACS Applied Energy Materials · 2025-05-14

    Xianzhuo Lao, Mengdi Liu, Pengcheng Chen

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  5. Artificial Intelligence for Materials Discovery, Development, and Optimization

    ACS Nano · 2025-07-25

    Benediktus Madika, Aditi Saha, Chaeyul Kang, Batzorig Buyantogtokh, Joshua Agar, Chris M. Wolverton, Peter W. Voorhees, P. B. Littlewood, Sergei V. Kalinin, Seungbum Hong

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  6. Accelerating discovery of next-generation power electronics materials via high-throughput ab initio screening

    npj Computational Materials · 2025-08-01

    Jiashu Chen, Mingzhu Liu, Minghui Liu, Xinzhong Wang, Yiwen Su, Guangping Zheng

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  7. Artificial intelligence for post-moore field-effect transistors: a review and perspective

    Materials Today Electronics · 2025-09-05

    Xiang Li, Nan Jiang, Wenhan Zhou, Xiaoyi Zhang, Yang Hu, Shuo Wang, Huipu Wang, Hengze Qu, Haibo Zeng, Shengli Zhang

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  8. Dielectric engineering for scaling down two-dimensional field-effect transistors

    Nano Research · 2025-09-16

    Chaoqun Jiang, Jing Hu, Tao Yu, XU Xiang-dong, Yong Ping Xu, Zhihao Yu, Zhongzhong Luo

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  9. Deep learning-driven intelligent prediction for tailoring electrical properties of N2200-based donor-acceptor conjugated copolymer OFETs

    Science China Materials · 2025-10-31

    Jieyun Wu, Xuqi Yang, Jing Chen, Yufan Mao, Walid Boukhili, Guangyao Chen, Yuxuan Bao, Lei Wang

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  10. Giant Spin Splitting and Anisotropic Spin Polarization in 2D Altermagnet Cr 2 O

    Nano Letters · 2025-11-04

    Xiuli Zhang, Peng Jiang, Liping Xu, Leya Wang, Linlin Liu, Hongmei Huang, Tengfei Cao, Yanling Li

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  11. Application of numerical simulation-driven atomic manufacturing in two-dimensional field-effect transistors

    Chinese Science Bulletin (Chinese Version) · 2025-11-26

    Hao Guo, Jinbo Pan, Shixuan Du

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  12. 2D semiconductors and computational electronics

    APL Electronic Devices · 2025-12-01

    Yee Sin Ang

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  13. First-principles prediction of β-phase SnA 2 N 4 (A = Si; Ge) monolayers: outstanding mechanical anisotropy and high electron mobility for FET devices

    Physical Chemistry Chemical Physics · 2026-01-01

    Yi Peng, Minjia Yao, Fangyuan Li, Yu Chen, Yana Li, Shuangmei Qian, Qianqian Zhu, Juexian Cao

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  14. Two-dimensional van der Waals high-speed photodetectors enhanced by surface and interface engineering

    Science China Information Sciences · 2026-01-04

    Yuanfang Yu, Senyao Tang, Linjie Yang, Quan Li, Fa Cao, Zhenhua Ni, Junpeng Lü, Li Gao

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  15. Step-Edge-Guided Growth of Single-Crystalline γ-Bi 2 O 3 with Unidirectional Orientation as a High-κ Dielectric for 2D Transistors

    Nano Letters · 2026-02-06

    Banglin Hu, Lei Tang, Runzhang Xu, Xiaowei Wang, Weiqi Li Li, Lingan Kong, Huihui Han, Caiting Liang, Zhongchao Wei, Qijie Liang

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  16. Anomaly-Detection-Driven Screening of Thermodynamic Stability from Composition Descriptors Alone

    The Journal of Physical Chemistry Letters · 2026-02-10

    Keisuke Makino, Yudai Yamaguchi, Naoto Tanibata, Hayami Takeda, RYO KOBAYASHI, Masayuki Karasuyama, Masanobu Nakayama

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  17. Massive Discovery of Low-Dimensional Materials from Universal Computational Strategy

    Chemistry of Materials · 2026-02-24

    Mohammad Bagheri, Ethan Berger, Hannu‐Pekka Komsa, Pekka Koskinen

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  18. GenSym: A tool for random symmetric structure generation and its application in crystal structure prediction software

    The Journal of Chemical Physics · 2026-03-24

    Yu Han, Chi Ding, Shaobo Yu, Zhennan Zhang, Junjie Wang, Qiuhan Jia, Hao Gao, Jian Sun

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  19. Device-scaling constraints imposed by the van der Waals gap formed in two-dimensional materials

    Science · 2026-04-16

    Mahdi Pourfath, Tibor Grasser

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  20. Electronic, Dielectric, and Optical Properties of High- κ Oxides and Their Interfaces with Silicon

    The Journal of Physical Chemistry C · 2026-04-18

    Lijuan Wang, Jiaren Feng, Xuhao Wan, E Zhou, T Wang, Yikang Zhou, Zhiliang Xia, Zongliang Huo, Yan Zhao, Yuzheng Guo, John Robertson, S Liu, Zhaofu Zhang

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  21. High-throughput discovery of 2D van der Waals gate dielectrics by interpretable machine learning for sub-1-nm equivalent oxide thickness scaling

    Colloids and Surfaces A Physicochemical and Engineering Aspects · 2026-05-19

    Zhen Wang, Ming Chen, Ziqiang Xu, Jinshun Bi, Wenjun Xiao, Changsong Gao, Abuduwayiti Aierken, Gang Wang, Yan Wu, Liang Zhang, Degui Wang, Xuefei Liu, Mingqiang Liu

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  22. First-principles-based search for emergent topological spin textures in transition-metal dichalcogenide monolayers

    npj Computational Materials · 2026-06-02

    Yuhyun Cha, Do Hoon Kiem, Myung Joon Han

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  23. Transition-Metal-Doped Molybdenum Disulfide Gas Sensors Designed by First Principles and Adsorption Feature-Integrated Machine Learning

    ACS Sensors · 2026-06-16

    Pengchong Xu, Jiachu Chen, Junye Tu, Haofeng Qiu, Duo Yang, Ningbo Liao

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  24. Deep learning assisted ellipsometry informed thickness predictive capabilities of van der Waals crystals from conventional optical microscopy images

    Optical Materials · 2026-08-03

    Ani Khachatryan, A. V. Margaryan, Maksim L. Sargsyan, Meri Hayrapetyan, Hrant Khachatrian, Davit Ghazaryan

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  25. High‐Throughput Discovery of Quantum Frustrated Materials

    Advanced Functional Materials · 2026-08-21

    Byeong-Hyeon Jeong, Hee Seung Kim, Jiwon Choi, SungBin Lee, Myung Joon Han

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  26. Intrinsic Large‐Unit‐Cell Systems for Advanced Thermoelectrics and Thermal Management

    Advanced Functional Materials · 2026-09-02

    Pengfei Xu, Yu‐Ting Li, Cheng‐Xin Liu, Chang‐Le Liu, Jinyang Xi, Chunyuan Song, Biao Xu, Linghua Tan

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