SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第10期
Cover Story
Optimization is the core of various machine learning models. As the classical optimization complexity has a linear relationship with the number of variables, the computation resources are pushed to their limits, especially when tackling high-dimensional machine learning problems, thus making quantum optimization a research focus in recent years. Gao et al. from Tsinghua University and Beijing Academy of Quantum Information Science reported a quantum Newton algorithm. It features a computational complexity that is logarithmic on variable dimensions, which provides an exponential boost compared with the classical method. This algorithm also converges much faster than existing quantum gradient algorithms, particularly in solving non-linear equations. This cover illustrates the faster convergency of quantum Newton algorithm (red line) than that of quantum gradient algorithm (white line) (See the article (No. 100311) by Pan Gao et al.).
TABLE OF CONTENT
Editor's Focus
Editorial
Hunting the doubly charmed baryon with strangeness
Sci. China-Phys. Mech. Astron. 64(10), 101062 (2021)
Sci. China-Phys. Mech. Astron. 64(10), 107461 (2021)
Invited Review
Condensed Matter Physics
Novel two-dimensional transition metal chalcogenides created by epitaxial growth
Hong-Liang Lu, Yu-Yang Zhang, Xiao Lin, and Hong-Jun Gao
Sci. China-Phys. Mech. Astron. 64(10), 106801 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1746-5
Review
Condensed Matter Physics
Experimental review on Majorana zero-modes in hybrid nanowires
Ji-Bang Fu, Bin Li, Xin-Fang Zhang, Guang-Zheng Yu, Guang-Yao Huang, and Ming-Tang Deng
Sci. China-Phys. Mech. Astron. 64(10), 107001 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1737-4
Article
Quantum Physics
Quantum second-order optimization algorithm for general polynomials
Pan Gao, Keren Li, Shijie Wei, and Gui-Lu Long
Sci. China-Phys. Mech. Astron. 64(10), 100311 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1725-9
Quantum Physics
Quantum federated learning through blind quantum computing
Weikang Li, Sirui Lu, and Dong-Ling Deng
Sci. China-Phys. Mech. Astron. 64(10), 100312 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1753-3
Optics
Generation and control of dynamically tunable circular Pearcey beams with annular spiral-zone phase
KaiHui Chen, HuiXin Qiu, You Wu, ZeJia Lin, HaiQi Huang, LingLing Shui, DongMei Deng, HongZhan Liu, and ZhiGang Chen
Sci. China-Phys. Mech. Astron. 64(10), 104211 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1767-5
Condensed Matter Physics
Optical detection of quantum geometric tensor in intrinsic semiconductors
Zhi Li, Shengli Zhang, Takami Tohyama, Xiufeng Song, Yu Gu, Toshiaki Iitaka, Haibin Su, and Haibo Zeng
Sci. China-Phys. Mech. Astron. 64(10), 107211 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1750-2
Facile synthesis of two-dimensional MoS2/WS2 lateral heterostructures with controllable core/shell size ratio by a one-step chemical vapor deposition method
Baofan Sun, Jiajun Chen, Xinyi Zhou, Min Liu, Yaping Wu, Yuanzheng Xia, Xu Li, Zhiming Wu, and Junyong Kang
Sci. China-Phys. Mech. Astron. 64(10), 107311 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1745-6
Superconductivity and strong spin-orbit coupling in a new noncentrosymmetric compound ThIrP
GuoRui Xiao, QinQing Zhu, YanWei Cui, WuZhang Yang, BaiZhuo Li, SiQi Wu, Guang-Han Cao, and Zhi Ren
Sci. China-Phys. Mech. Astron. 64(10), 107411 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1731-3
Ultrasound beam shift induced by short-beaked common dolphin's (Delphinus delphis) tissues as an attenuating gradient material
Chuang Zhang, Zhongchang Song, Steven W. Thornton, Erqian Dong, Peizheng Cao, Feng Ye, Xianyan Wang, and Yu Zhang
Sci. China-Phys. Mech. Astron. 64(10), 108711 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1744-x
Cis-interaction of ligands on a supported lipid bilayer affects their binding to cell adhesion receptors
Long Li, Jinglei Hu, Huaping Wu, and Fan Song
Sci. China-Phys. Mech. Astron. 64(10), 108712 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1752-0
Quantum enhanced convolutional neural networks for NISQ computers
Dong-Ling Deng
Sci. China-Phys. Mech. Astron. 64(10), 100331 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1758-0
Exponential speedup of quantum Newton optimization algorithm for general polynomials
Heng Fan
Sci. China-Phys. Mech. Astron. 64(10), 100332 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1769-1
LHAASO: A PeVatrons explorer
Felix A. Aharonian
Sci. China-Phys. Mech. Astron. 64(10), 109531 (2021)
http://engine.scichina.com/doi/10.1007/s11433-021-1751-8
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SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第9期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第8期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第7期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第6期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第5期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第4期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第3期
SCPMA速递|《中国科学:物理学 力学 天文学》英文版2021年第2期
SCPMA目录 |《中国科学:物理学 力学 天文学》英文版2021年第1期
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