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New AI for Quantum Computing:From Quantum Optimization to Quantum Intelligence

Yonglin Tian Xinyu Liu Fei Lin Lingxi Li Xiaoxiang Na Paul J.Werbos S.N.Wendin

自动化学报（英文版）2026，Vol.13Issue(8)：1779-1782,4.

自动化学报（英文版）2026，Vol.13Issue(8)：1779-1782,4.DOI:10.1109/JAS.2026.125765

New AI for Quantum Computing:From Quantum Optimization to Quantum Intelligence

Yonglin Tian ¹Xinyu Liu ²Fei Lin ³Lingxi Li ⁴Xiaoxiang Na ⁵Paul J.Werbos ⁶S.N.Wendin⁷

作者信息

1. State Key Laboratory of Multimodal Artificial Intelligence Systems,Institute of Automation,Chinese Academy of Sciences,Beijing 100190,China
2. School of Mathematics and Physics,North China Electric Power University,Beijing 102206,China
3. Department of Engineering Science,Faculty of Innovation Engineering,Macau University of Science and Technology,Macau 999078,China
4. Elmore Family School of Electrical and Computer Engineering,Purdue University in Indianapolis,Indiana 46202,USA
5. Department of Engineering,University of Cambridge,Cambridge CB2 1TS,UK
6. Kummer Institute Center for AI and Autonomous Systems,Missouri University of Science and Technology,Rolla,MO 65409,USA
7. The Academy for Parallel Sensing(APS),Beijing 101400,China
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摘要

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Yonglin Tian,Xinyu Liu,Fei Lin,Lingxi Li,Xiaoxiang Na,Paul J.Werbos,S.N.Wendin..New AI for Quantum Computing:From Quantum Optimization to Quantum Intelligence[J].自动化学报（英文版）,2026,13(8):1779-1782,4.

基金项目

This work was partly supported by the Young Elite Scientists Sponsorship Program of China Association of Science and Technol-ogy(YESS20220372),and the Science and Technology Develop-ment Fund,Macau Special Administrative Region(SAR)(0093/2023/RIA2,0145/2023/RIA3).This work is part of Quantum Computing and Optimization for Quantum Intelligence Project(DeSCII-0006-0123-2022,PI:Yonglin Tian).This work was initiated by and bene-fited from many valuable discussions with Professor Fei-Yue Wang.The authors gratefully acknowledge Prof.Chao-Yang Lu of the Hefei National Laboratory for Physical Sciences at the Microscale,Univer-sity of Science and Technology of China,for his valuable guidance. （YESS20220372）

自动化学报（英文版）

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