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Machine learning assisted zero-area pulse design in an open quantum system

Yi-Ye Li1, Lian-Ao Wu2,3,4, and Zhao-Ming Wang1,5,6,*

  • 1College of Physics and Optoelectronic Engineering, Ocean University of China, Qingdao 266100, China
  • 2Department of Physics, University of the Basque Country UPV/EHU, 48080 Bilbao, Spain
  • 3IKERBASQUE, Basque Foundation for Science, 48013 Bilbao, Spain
  • 4EHU Quantum Center, University of the Basque Country UPV/EHU, Leioa, 48940 Biscay, Spain
  • 5Engineering Research Center of Advanced Marine Physical Instruments and Equipment of Ministry of Education, Qingdao 266100, China
  • 6Qingdao Key Laboratory of Optics and Optoelectronics, Qingdao 266100, China

  • *Contact author: wangzhaoming@ouc.edu.cn

Machine-learning-assisted pulse design for state preparation in a noisy environment

Zhao-Wei Wang, Hong-Yang Ma, Yun-An Yan, Lian-Ao Wu, and Zhao-Ming Wang

Physica A: Statistical Mechanics and its Applications 681 131081 (2026)

Supervised learning of optimal pulse design for the adiabatic speedup under time-dependent noise

Jian-Long Gao, Nai-Jun Cui, Hong-Yang Ma, and Zhao-Ming Wang

Phys. Rev. A 113 042408 (2026)

Optimal control of open-quantum-system dynamics predicted by long short-term memory

Jun-Dong Zhong and Zhao-Ming Wang

Phys. Rev. A 113 062442 (2026)

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