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Quantum Architecture Search with Neural Predictor Based on Graph Measures 基于图测量的神经预测器的量子架构搜索
IF 4.4 Q1 OPTICS Pub Date : 2024-08-12 DOI: 10.1002/qute.202400223
Zhimin He, Zhengjiang Li, Maijie Deng, Shenggen Zheng, Haozhen Situ, Lvzhou Li

Quantum architecture search (QAS) has attracted increasing attention owing to its remarkable ability to automate the design of quantum circuits for variational quantum algorithms (VQAs). However, evaluating the performance of numerous quantum circuits is essential to provide feedback for the search strategy, which inevitably renders QAS computationally expensive. Performance predictors have emerged as highly efficient evaluation methods to mitigate this challenge. However, the performance predictor faces a critical challenge in reducing the required number of circuit-performance pairs for training. This study encodes circuit architecture by representing a quantum circuit as a relational graph that emphasizes message exchange. Subsequently, valuable information about circuit architecture is extracted through three types of graph measures, including distance-based, degree-based, and cluster-based measures. The graph measures define a smooth space related to circuit performance, facilitating the training of the performance predictor. The effectiveness of the proposed method is assessed across three tasks within variational quantum eigensolvers (VQE): identifying the ground states of the Transverse Field Ising Model (TFIM), the Heisenberg model, and the BeH2$text{BeH}_2$ molecule. The simulation results demonstrate notable enhancements in predictive accuracy achieved by our method, coupled with a substantial reduction in the required number of training samples for the predictor.

量子架构搜索(QAS)因其自动设计变量子算法(VQAs)量子电路的卓越能力而受到越来越多的关注。然而,评估众多量子电路的性能对于为搜索策略提供反馈至关重要,这不可避免地使 QAS 的计算成本变得昂贵。性能预测器作为一种高效的评估方法已经出现,以缓解这一挑战。然而,性能预测器在减少训练所需的电路-性能对数量方面面临严峻挑战。本研究通过将量子电路表示为强调信息交换的关系图来编码电路架构。随后,通过三种图测量方法(包括基于距离的测量方法、基于度的测量方法和基于聚类的测量方法)提取电路架构的有价值信息。图度量定义了一个与电路性能相关的平滑空间,有助于性能预测器的训练。在变分量子求解器(VQE)的三个任务中评估了所提方法的有效性:识别横向场伊辛模型(TFIM)、海森堡模型和分子的基态。仿真结果表明,我们的方法显著提高了预测精度,同时大幅减少了预测器所需的训练样本数量。
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引用次数: 0
Proposed Scheme for a Cavity-Based Quantum Battery 拟议的腔基量子电池方案
IF 4.4 Q1 OPTICS Pub Date : 2024-08-12 DOI: 10.1002/qute.202400115
Maryam Hadipour, Soroush Haseli, Dong Wang, Saeed Haddadi

A scheme for quantum batteries consisting of an atom-cavity interacting system under a structured reservoir in the non-Markovian regime is proposed. A multi-parameter regime for the cavity-reservoir coupling and reveal how these parameters affect the performance of the quantum battery is investigated. Specifically, how two distinct types of environments impact the charging process of the quantum battery from a memory perspective is examined. The findings indicate that in a memory-influenced environment, both the stored energy and the extractable work are higher compared to when the cavity interacts with a memory-less environment. This proposed scheme is simple and may be achievable for realization and implementation.

在非马尔可夫机制下,提出了一种由结构化储层下的原子-空穴相互作用系统组成的量子电池方案。研究了空腔-储层耦合的多参数机制,并揭示了这些参数如何影响量子电池的性能。具体而言,从记忆的角度研究了两种不同类型的环境如何影响量子电池的充电过程。研究结果表明,在受记忆影响的环境中,与空腔与无记忆环境相互作用时相比,存储的能量和可提取的功都更高。所提出的方案非常简单,可以实现和实施。
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引用次数: 0
Implementation of One-Way Quantum Steering and Controlled Generation of Asymmetric Tripartite Entanglement in Double Coupling Cavity-Magnonics Subsystems 在双耦合腔-磁子系统中实现单向量子转向和受控生成不对称三方纠缠
IF 4.4 Q1 OPTICS Pub Date : 2024-08-08 DOI: 10.1002/qute.202400180
Yue-Han Lin, Ya-Qin Lin, Rong-Can Yang, Hong-Yu Liu

Two cavity-magnon subsystems coupled via the two single-mode cavities mediated by a non-degenerate parametric down conversion and each cavity carrying a magnon confined in a Yttrium-iron-garnet sphere is proposed to study one-way quantum steering and asymmetric tripartite entanglement. The entanglement can be transferred from the two microwave cavities to the two separated magnon modes using magnetic dipole interaction. Different from previous schemes, the present study demonstrates efficient realization of controllable one-way quantum steering between two magnon modes through asymmetric frequency detunings of the two magnon modes. In addition, an asymmetric tripartite entanglement can also be achieved. Furthermore, the system exhibits robustness to temperatures up to 100 mK, providing a promising avenue for utilizing cavity magnonics systems in unidirectional transmission of quantum information.

为了研究单向量子转向和非对称三方纠缠,我们提出了两个腔体-磁子子系统,它们通过两个单模腔体以非退相参量下变频为媒介耦合,每个腔体携带一个限制在钇铁石榴石球中的磁子。利用磁偶极相互作用,纠缠可以从两个微波腔转移到两个分离的磁子模式。与以往的方案不同,本研究通过两个磁子模式的非对称频率失谐,有效地实现了两个磁子模式之间的可控单向量子转向。此外,还实现了非对称三方纠缠。此外,该系统在高达 100 mK 的温度下也表现出很强的鲁棒性,为利用空腔磁子系统进行量子信息的单向传输提供了一条前景广阔的途径。
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引用次数: 0
Nonlocality Enhanced Precision in Quantum Polarimetry via Entangled Photons 通过纠缠光子提高量子偏振测量的非局域精度
IF 4.4 Q1 OPTICS Pub Date : 2024-08-07 DOI: 10.1002/qute.202400059
Ali Pedram, Vira R. Besaga, Frank Setzpfandt, Özgür E. Müstecaplıoğlu

A nonlocal quantum approach is presented to polarimetry, leveraging the phenomenon of entanglement in photon pairs to enhance the precision in sample property determination. By employing two distinct channels, one containing the sample of interest and the other serving as a reference, the conditions are explored under which the inherent correlation between entangled photons can increase measurement sensitivity. Specifically, the quantum Fisher information (QFI) is calculated and compare the accuracy and sensitivity for the cases of single sample channel versus two channel quantum state tomography measurements. The theoretical results are verified by experimental analysis. The theoretical and experimental framework demonstrates that the nonlocal strategy enables enhanced precision and accuracy in extracting information about sample characteristics more than the local measurements. Depending on the chosen estimators and noise channels present, theoretical and experimental results show that noise-induced bias decreases the precision for the estimated parameter. Such a quantum-enhanced nonlocal polarimetry holds promise for advancing diverse fields including material science, biomedical imaging, and remote sensing, via high-precision measurements through quantum entanglement.

利用光子对中的纠缠现象,提出了一种非局部量子极性测量方法,以提高样品特性测定的精度。通过采用两个不同的通道(一个包含相关样品,另一个作为参考),探索了纠缠光子之间的固有相关性能够提高测量灵敏度的条件。具体而言,计算了量子费雪信息(QFI),并比较了单样品通道与双通道量子态层析测量的准确性和灵敏度。实验分析验证了理论结果。理论和实验框架表明,与本地测量相比,非本地策略能够提高提取样本特征信息的精度和准确性。理论和实验结果表明,根据所选估计器和存在的噪声通道,噪声引起的偏差会降低估计参数的精度。通过量子纠缠进行高精度测量,这种量子增强非局部极坐标测量法有望推动材料科学、生物医学成像和遥感等多个领域的发展。
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引用次数: 0
Quantum Differential Meet-In-The-Middle Attack and Some Applications to Lightweight Ciphers 量子差分中间人攻击及其在轻量级密码中的一些应用
IF 4.4 Q1 OPTICS Pub Date : 2024-08-07 DOI: 10.1002/qute.202400157
Yin-Song Xu, Bin-Bin Cai, Zheng Yuan, Su-Juan Qin, Fei Gao, Qiao-Yan Wen
<p>At CRYPTO 2023, Boura et al. proposed a new cryptanalysis technique, differential meet-in-the-middle (MITM) attack. They used MITM technique to make the key recovery step of a differential attack more efficient. In this study, a quantum differential meet-in-the-middle attack is proposed by using nested quantum search algorithm, which can achieve up to a quadratic speed-up compared to the classical version. Besides, the time complexity of the attack can be reduced by at least a factor of <span></span><math> <semantics> <msup> <mn>2</mn> <mrow> <mo>(</mo> <mfenced> <mrow> <msub> <mi>k</mi> <mrow> <mi>i</mi> <mi>n</mi> </mrow> </msub> <mo>∪</mo> <msub> <mi>k</mi> <mrow> <mi>o</mi> <mi>u</mi> <mi>t</mi> </mrow> </msub> </mrow> </mfenced> <mo>−</mo> <mi>n</mi> <mo>)</mo> <mo>/</mo> <mn>2</mn> </mrow> </msup> <annotation>${2^{({left| {{k_{in}} cup {k_{out}}} right| } - n)/2}}$</annotation> </semantics></math> (<span></span><math> <semantics> <mfenced> <mrow> <msub> <mi>k</mi> <mrow> <mi>i</mi> <mi>n</mi> </mrow> </msub> <mo>∪</mo> <msub> <mi>k</mi> <mrow> <mi>o</mi> <mi>u</mi> <mi>t</mi> </mrow> </msub> </mrow> </mfenced> <annotation>${{left| {{k_{in}} cup {k_{out}}} right| }}$</annotation> </semantics></math> is the guessed key length and <span></span><math> <semantics> <mi>n</mi> <annotation>$n$</annotation> </semantics></math> is the block size) compared to the first quantum differential attack proposed by Kaplan et al. at ToSC 2016. Finally, to demonstrate the efficiency of our attack, it is applied to two reduced-round lightweight block ciphers, <span>PIPO</span> and <span>SIMON</span>, to evaluate their post
在 CRYPTO 2023 大会上,Boura 等人提出了一种新的密码分析技术--差分中间相遇(MITM)攻击。他们利用 MITM 技术使差分攻击的密钥恢复步骤更加高效。在这项研究中,利用嵌套量子搜索算法提出了一种量子差分中间见面攻击,与经典版本相比,它可以实现高达四倍的速度提升。此外,与 Kaplan 等人在 ToSC 2016 上首次提出的量子差分攻击相比,该攻击的时间复杂度至少可以降低(为猜测的密钥长度,为块大小)倍。最后,为了证明我们的攻击效率,我们将其应用于两个减少轮数的轻量级块密码 PIPO 和 SIMON,以评估它们的量子后安全性。在攻击相同轮数的情况下,我们的攻击的时间复杂度明显低于经典攻击。与 Schrottenloher 在 CRYPTO 2023 上提出的最佳量子攻击相比,对于 8 轮 PIPO-128,我们的攻击大大提高了效率,将时间复杂度从降低到 ,将所需的 qRAM 大小减少了倍,获得的数据复杂度也从。对于 19 轮 SIMON-32-64,与其他量子攻击相比,这里的时间复杂度将是而不是,而且与使用 Grover-meets-Simon 技术相比,该攻击可以针对更多轮。
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引用次数: 0
Universal Quantum Fisher Information and Simultaneous Occurrence of Landau-Class and Topological-Class Transitions in Non-Hermitian Jaynes-Cummings Models 非ermitian Jaynes-Cummings 模型中的通用量子费雪信息以及同时发生的朗道类和拓扑类转变
IF 4.4 Q1 OPTICS Pub Date : 2024-08-04 DOI: 10.1002/qute.202400288
Zu-Jian Ying

Light-matter interactions provide an ideal testground for interplay of critical phenomena, topological transitions, quantum metrology, and non-Hermitian physics with high controllability and tunability. The present work considers two fundamental non-Hermitian Jaynes-Cummings models in light-matter interactions that possess real energy spectra in parity-time (PT) symmetry and anti-PT symmetry. The quantum Fisher information is shown to be critical around the transitions at the exceptional points and exhibit a super universality, with respect to different parameters, all energy levels, both models, symmetric phases, and symmetry-broken phases, which guarantees a universally high measurement precision in quantum metrology. In particular, the transitions are found to be both symmetry-breaking Landau-class transitions (LCTs) and symmetry-protected topological-class transitions (TCTs), thus realizing a simultaneous occurrence of critical LCTs and TCTs that are conventionally incompatible due to contrary symmetry requirements. Besides establishing a paradigmatic case to break the incompatibility of the LCTs and the TCTs in non-Hermitian systems, the both availabilities of the sensitive critical feature and the robust topological feature can also provide more potential for designing quantum devices or sensors.

光物质相互作用为临界现象、拓扑转变、量子计量学以及具有高可控性和可调谐性的非赫米提物理学的相互作用提供了一个理想的试验场。本研究考虑了光物质相互作用中的两个基本非赫米提杰尼斯-康明斯模型,它们在奇偶时(PT)对称性和反 PT 对称性中具有实能谱。研究表明,量子费雪信息在非凡点的跃迁周围是临界的,并且在不同参数、所有能级、两种模型、对称相和对称性破缺相方面都表现出超普遍性,这保证了量子计量学中普遍的高测量精度。特别是,我们发现这些跃迁既是对称破缺的朗道类跃迁(LCTs),又是对称保护的拓扑类跃迁(TCTs),从而实现了临界 LCTs 和 TCTs 的同时发生,而传统意义上的临界 LCTs 和 TCTs 是由于相反的对称性要求而不相容的。除了为打破非ermitian 系统中 LCT 和 TCT 的不相容性提供了范例,敏感临界特性和稳健拓扑特性的同时存在也为量子器件或传感器的设计提供了更大的潜力。
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引用次数: 0
The Spatiotemporal Doubled-Density Operator: A Unified Framework for Analyzing Spatial and Temporal Quantum Processes 时空双密度算子:分析时空量子过程的统一框架
IF 4.4 Q1 OPTICS Pub Date : 2024-08-04 DOI: 10.1002/qute.202400102
Zhian Jia, Dagomir Kaszlikowski

The measurement statistics for spatial and temporal quantum processes are produced through distinct mechanisms. Measurements that are space-like separated exhibit non-signaling behavior. However, time-like separated measurements can only result in one-way non-signaling, as the past is independent of the future, but the opposite is not true. This work presents the doubled-density operator as a comprehensive framework for studying quantum processes in space-time. It effectively captures all the physical information of the process, with the measurement and Born rule showing uniformity for both spatial and temporal cases. It is demonstrated that the equal-time density operator can be derived by performing a partial trace operation on the doubled-density operator. Furthermore, the temporality of the quantum process can be detected by conducting a partial trace operation on either the left or right half of the doubled-density operator.

空间量子过程和时间量子过程的测量统计是通过不同的机制产生的。类空间分离的测量表现出非信号行为。然而,类时间分离的测量只能产生单向非信号,因为过去与未来无关,但反之则不然。这项研究提出了双倍密度算子,作为研究时空量子过程的综合框架。它有效地捕捉了过程的所有物理信息,测量和博恩规则在空间和时间上都显示出统一性。研究表明,等时密度算子可以通过对倍增密度算子进行部分迹运算而得到。此外,量子过程的时间性可以通过对双密度算子的左半部分或右半部分进行部分追踪运算来检测。
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引用次数: 0
Spin Polarization Measurement in SERF Comagnetometer Based on Phase-Frequency Response of Magnetic Field 基于磁场相频响应的 SERF Comagnetometer 自旋极化测量
IF 4.4 Q1 OPTICS Pub Date : 2024-08-01 DOI: 10.1002/qute.202400127
Ze Cai, Feng Liu, Pengcheng Du, Kai Zhang, LinLin Yuan, Wenfeng Fan, Xusheng Lei, Wei Quan

This work presents an innovative approach for measuring the spin polarizations of coupled atomic ensembles in spin-exchange relaxation-free (SERF) comagnetometers, using the phase-frequency response of the magnetic field. The zero-phase point in the phase-frequency response of the magnetic field along the y$y$-axis is examined to determine the deceleration factor and electronic magnetic field. Ultimately, the spin polarizations of electrons and noble-gas atoms are calculated. The method is applied to test vapor cells with different parameters under various temperatures and pumping light intensities. The measurement errors caused by transverse electron relaxation of electronic spin polarization and nuclear spin polarization are $approx$5.59% and 1.95% under high polarization, and 8.06% and 2.62% under low polarization. The measurement method features minimal impact on nuclear spin polarization and wide applicability compared to other methods, making it more applicable and suitable for SERF comagnetometers. This method has great significance in better understanding the system state of the SERF comagnetometer and improving its sensitivity.

这项研究提出了一种创新方法,利用磁场的相频响应来测量无自旋交换弛豫(SERF)共磁仪中耦合原子团的自旋极化。通过研究磁场沿 - 轴的相频响应中的零相点,可以确定减速因子和电子磁场。最终计算出电子和惰性气体原子的自旋极化。该方法适用于在不同温度和泵浦光强度下测试不同参数的蒸气电池。在高极化条件下,电子自旋极化和核自旋极化的横向电子弛豫引起的测量误差分别为 5.59% 和 1.95%,在低极化条件下分别为 8.06% 和 2.62%。与其他方法相比,该测量方法具有对核自旋极化影响小、适用性广等特点,因此更适用于 SERF 磁化计。该方法对于更好地理解 SERF 磁滞仪的系统状态和提高其灵敏度具有重要意义。
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引用次数: 0
In Situ Measurement of the Non-Orthogonal Angles of Magnetic Field Coils Based on Single-Beam Magnetic Resonance 基于单束磁共振的磁场线圈非全交角现场测量法
IF 4.4 Q1 OPTICS Pub Date : 2024-08-01 DOI: 10.1002/qute.202400238
Zhi Liu, Lihong Dong, Zhe Qi, Hongyang Zhu, Bingquan Zhao, Xiaoming Zhao

This work proposes a novel method for in situ measurement of the non-orthogonal angles of magnetic field coils based on single-beam magnetic resonance. The orthogonality of magnetic field coils is crucial for ensuring the accuracy of atomic magnetometers. The theoretical principles are derived to establish a measurement method for the non-orthogonal angles. The proposed method requires only one single beam of light to perform in situ measurements of non-orthogonal angles in the YZ and XZ directions. The experimental results demonstrate that the angle between the Y and Z coils is 89.3001 ± 0.0045°, a value that remains stable despite variations in experimental parameters such as temperature and light power, thereby confirming the robustness of the method. Additionally, the measured gyromagnetic ratio is 6.9963 ± 0.0005 Hz nT−1, which closely matches the theoretical value of 6.9958 Hz nT−1, further validating the method's accuracy. The proposed method provides a more straightforward approach and has significant potential for widespread application across various atomic magnetometers, especially in miniaturized configurations. Furthermore, this method may be extended to the field of atomic gyroscopes.

这项研究提出了一种基于单束磁共振的原位测量磁场线圈非正交角的新方法。磁场线圈的正交性对于确保原子磁强计的精度至关重要。通过推导理论原理,建立了非正交角的测量方法。所提出的方法只需要一束光,就能对 YZ 和 XZ 方向的非正交角进行现场测量。实验结果表明,Y 和 Z 线圈之间的角度为 89.3001 ± 0.0045°,该值在温度和光功率等实验参数发生变化时仍保持稳定,从而证实了该方法的稳健性。此外,测得的回旋磁比为 6.9963 ± 0.0005 Hz nT-1,与理论值 6.9958 Hz nT-1 非常接近,进一步验证了该方法的准确性。所提出的方法提供了一种更直接的方法,具有广泛应用于各种原子磁强计的巨大潜力,特别是在小型化配置中。此外,这种方法还可以扩展到原子陀螺仪领域。
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引用次数: 0
Quantum-Enhanced K-Nearest Neighbors for Text Classification: A Hybrid Approach with Unified Circuit and Reduced Quantum Gates 用于文本分类的量子增强 K 近邻:使用统一电路和精简量子门的混合方法
IF 4.4 Q1 OPTICS Pub Date : 2024-08-01 DOI: 10.1002/qute.202400122
Amine Zeguendry, Zahi Jarir, Mohamed Quafafou

Text classification, a key process in natural language processing (NLP), relies on the k-nearest neighbors (KNN) algorithm for its simplicity and effectiveness. Traditional methods often grapple with the high-dimensional nature of textual data, leading to substantial computational demands. This study introduces a novel classical quantum k-nearest neighbors (CQKNN) algorithm, which integrates quantum circuits into a conventional machine-learning framework to enhance computational efficiency and reduce storage requirements. This hybrid approach uses a unified quantum circuit that simplifies multiple similarity calculations through mid-circuit measurements and qubit reset operations, significantly improving upon traditional multi-circuit quantum k-nearest neighbors (QKNN) models. The CQKNN algorithm, tested on datasets such as SMS Spam Collection, Twitter US Airline Sentiment, and IMDB Movie Reviews, not only outperforms classical KNN but also addresses challenges posed by noisy intermediate-scale quantum (NISQ) devices through advanced error mitigation techniques. This work highlights resource efficiency and reduced gate complexity and demonstrates the practical application of fidelity in quantum similarity calculations, setting new standards for quantum-enhanced machine learning and advancing current quantum technology capabilities in complex data classification tasks.

文本分类是自然语言处理(NLP)中的一个关键过程,K-近邻(KNN)算法因其简单有效而备受青睐。传统方法通常要应对文本数据的高维特性,导致大量的计算需求。本研究介绍了一种新颖的经典量子 K 近邻(CQKNN)算法,它将量子电路集成到传统的机器学习框架中,以提高计算效率并降低存储要求。这种混合方法使用统一的量子电路,通过电路中间测量和量子比特复位操作简化了多重相似性计算,大大改进了传统的多电路量子k近邻(QKNN)模型。CQKNN 算法在 SMS 垃圾邮件收集、Twitter 美国航空公司情感和 IMDB 电影评论等数据集上进行了测试,其性能不仅优于经典 KNN,还通过先进的错误缓解技术解决了有噪声中量级量子(NISQ)器件带来的挑战。这项工作突出了资源效率和门复杂性的降低,展示了保真度在量子相似性计算中的实际应用,为量子增强机器学习设定了新标准,并推进了当前量子技术在复杂数据分类任务中的能力。
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引用次数: 0
期刊
Advanced quantum technologies
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