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Quantum machine learning on near-term quantum devices: Current state of supervised and unsupervised techniques for real-world applications

Yaswitha Gujju, Atsushi Matsuo, and Rudy Raymond

Phys. Rev. Applied 21, 067001 (2024) - Published 4 June, 2024

This Review focuses on the practical implications of quantum machine learning (QML) algorithms and their applicability in real-world domains such as high-energy physics, healthcare, and finance. Despite rising interest in QML, the field contends with numerous challenges, particularly in execution on real quantum devices. This comprehensive exploration of the field delves into those challenges and the proposed solutions to overcome them. The authors provide an extensive survey of different techniques in QML, from data-encoding methods to model types, and offer insight into open questions in the field from a practical standpoint.

Acoustic vortex in a waveguide with a chiral gradient sawtooth metasurface

Zeliang Song, Shuhuan Xie, Hua Ding, Feiyan Cai, Yugui Peng, Xuefeng Zhu, Yong Li, and Degang Zhao

Phys. Rev. Applied 21, 064006 (2024) - Published 4 June, 2024

Phonon coherent transport leads to an anomalous boundary effect on the thermal conductivity of a rough graphene nanoribbon

Shuang Tian, Tingting Wang, Hao Chen, Dengke Ma, and Lifa Zhang

Phys. Rev. Applied 21, 064005 (2024) - Published 4 June, 2024

Rydberg electromagnetically induced transparency of 85Rb vapor in a cell with Ne buffer gas

Nithiwadee Thaicharoen, Ryan Cardman, and Georg Raithel

Phys. Rev. Applied 21, 064004 (2024) - Published 4 June, 2024

Long-distance chronometric leveling with a portable optical clock

J. Grotti, I. Nosske, S.B. Koller, S. Herbers, H. Denker, L. Timmen, G. Vishnyakova, G. Grosche, T. Waterholter, A. Kuhl, S. Koke, E. Benkler, M. Giunta, L. Maisenbacher, A. Matveev, S. Dörscher, R. Schwarz, A. Al-Masoudi, T.W. Hänsch, Th. Udem, R. Holzwarth, and C. Lisdat

Phys. Rev. Applied 21, L061001 (2024) - Published 3 June, 2024

Transportable optical clocks are of great interest for applications in geodesy, because they allow the measurement of geopotential differences with high resolution via their relativistic redshift. So far demonstrations have been limited to short distances or low resolution, but this study presents a measurement between two laboratories separated by several hundred kilometers, with physical height resolution at the decimeter level. The authors compare the result to those obtained with the most accurate established methods in geodesy. Their approach is expected to lead to improved continental and global height reference frames, and connection of tide gauges for sea-level monitoring.

Single-stage spin-orbit Laguerre-Gaussian modal beam shaping from silica optics

Vagharshak Hakobyan, Keshaan Singh, Yuhao Lei, Peter Kazansky, Delphine Coursault, Andrew Forbes, and Etienne Brasselet

Phys. Rev. Applied 21, 064003 (2024) - Published 3 June, 2024

Conductivity freeze-out in isotopically pure Si-28 at millikelvin temperatures

Ben T. McAllister, Zijun C. Zhao, Jeremy F. Bourhill, Maxim Goryachev, Daniel Creedon, Brett C. Johnson, and Michael E. Tobar

Phys. Rev. Applied 21, 064002 (2024) - Published 3 June, 2024

Minimal-Clifford shadow estimation by mutually unbiased bases

Qingyue Zhang, Qing Liu, and You Zhou

Phys. Rev. Applied 21, 064001 (2024) - Published 3 June, 2024

Efficient site-resolved imaging and spin-state detection in dynamic two-dimensional ion crystals

Robert N. Wolf, Joseph H. Pham, Julian Y. Z. Jee, Alexander Rischka, and Michael J. Biercuk

Phys. Rev. Applied 21, 054067 (2024) - Published 31 May, 2024

Insights into the breakdown mechanism of anodic oxide film

Jiping Zhao, Yizhuo Li, Jie Zhu, Jingyi An, Xiangdong Ding, and Youlong Xu

Phys. Rev. Applied 21, 054066 (2024) - Published 31 May, 2024

Security analysis of continuous-variable quantum key distribution under limited eavesdropping with practical fiber

Sheng Liu, Lu Fan, Zhengyu Li, Qiang Zhou, Yunbo Li, Dong Wang, Dechao Zhang, Yichen Zhang, and Han Li

Phys. Rev. Applied 21, 054065 (2024) - Published 31 May, 2024

All-optical switching in Cr- and Mn-doped L10 FePt thin films

Martin Stiehl, Stephan Wust, Nataliia Schmidt, Tobias Dannegger, Johannes Seyd, Marco Berritta, Peter M. Oppeneer, Manfred Albrecht, Ulrich Nowak, and Martin Aeschlimann

Phys. Rev. Applied 21, 054064 (2024) - Published 30 May, 2024

Modular superconducting-qubit architecture with a multichip tunable coupler

Mark Field, Angela Q. Chen, Ben Scharmann, Eyob A. Sete, Feyza Oruc, Kim Vu, Valentin Kosenko, Joshua Y. Mutus, Stefano Poletto, and Andrew Bestwick

Phys. Rev. Applied 21, 054063 (2024) - Published 30 May, 2024

First-principles study of metal-semiconductor contacts and quantum transport simulations for 5.1-nm monolayer MoSi2N4 devices

Zhanhai Li, Jianing Han, Shengguo Cao, Zhenhua Zhang, and Xiaoqing Deng

Phys. Rev. Applied 21, 054062 (2024) - Published 30 May, 2024

Superconducting isolators based on time-modulated coupled-resonator systems

Yi Zhuang, Chandrashekhar Gaikwad, Daria Kowsari, Kater Murch, and Aravind Nagulu

Phys. Rev. Applied 21, 054061 (2024) - Published 30 May, 2024

Going beyond perfect absorption: Superdirective absorbers

Yongming Li, Xikui Ma, Xuchen Wang, and Sergei Tretyakov

Phys. Rev. Applied 21, 054060 (2024) - Published 29 May, 2024

Anisotropic Beer-Lambert law in β-Ga2O3: Polarization-dependent absorption and photoresponsivity spectra

Md. Mohsinur Rahman Adnan, Darpan Verma, Chris Sturm, Mathias Schubert, and Roberto C. Myers

Phys. Rev. Applied 21, 054059 (2024) - Published 29 May, 2024

Platform for designing bipartite entangled quantum frequency combs based on silicon nitride microring resonators

Nianqin Li, Bo Ji, Yang Shen, and Guangqiang He

Phys. Rev. Applied 21, 054058 (2024) - Published 29 May, 2024

Field-effect Josephson diode via asymmetric spin-momentum locking states

Pei-Hao Fu, Yong Xu, Shengyuan A. Yang, Ching Hua Lee, Yee Sin Ang, and Jun-Feng Liu

Phys. Rev. Applied 21, 054057 (2024) - Published 29 May, 2024

Stability-derived bounds on the realizable acoustic properties of active metamaterials

Dylan A. Kovacevich, Karl Grosh, and Bogdan-Ioan Popa

Phys. Rev. Applied 21, L051002 (2024) - Published 28 May, 2024

Active metamaterials promise advanced wave control beyond what is achievable with passive structures. Practical bulk devices have yet to be realized, though, for lack of a method to assess the stability of interacting cells. The authors address this obstacle by developing a general stability analysis that requires only the frequency response of an isolated unit cell to determine the stability of metamaterials of many such cells arranged in arbitrary geometries. This analysis is used to accurately predict the stability bounds of an experimental active acoustic metamaterial, and to reveal key constraints that must be respected when designing e.g. waveguides, cloaks, or noise absorbers.

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