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Quantum noise modeling through reinforcement learning 通过强化学习建立量子噪声模型
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-20 DOI: 10.1088/2058-9565/ae1e98
Simone Bordoni, Andrea Papaluca, Piergiorgio Buttarini, Alejandro Sopena, Stefano Giagu and Stefano Carrazza
In the current era of quantum computing, robust and efficient tools are essential to bridge the gap between simulations and quantum hardware execution. In this work, we introduce a machine learning approach to characterize the noise impacting a quantum chip and emulate it during simulations. Our algorithm leverages reinforcement learning (RL), offering increased flexibility in reproducing various noise models compared to conventional techniques such as randomized benchmarking or heuristic noise models. The effectiveness of the RL agent has been validated through simulations and testing on real superconducting qubits. Additionally, we provide practical use-case examples for the study of renowned quantum algorithms.
在当前的量子计算时代,强大而高效的工具对于弥合模拟和量子硬件执行之间的差距至关重要。在这项工作中,我们引入了一种机器学习方法来表征影响量子芯片的噪声,并在模拟过程中对其进行模拟。我们的算法利用强化学习(RL),与随机基准测试或启发式噪声模型等传统技术相比,在再现各种噪声模型方面提供了更大的灵活性。通过在实际超导量子比特上的模拟和测试,验证了RL代理的有效性。此外,我们还提供了著名量子算法研究的实际用例。
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引用次数: 0
Solving the travelling salesman problem using Bloch sphere encoding 用布洛赫球编码求解旅行商问题
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-20 DOI: 10.1088/2058-9565/ae1e9a
Kapil Goswami, Gagan Anekonda Veereshi, Peter Schmelcher and Rick Mukherjee
The travelling salesman problem (TSP) is a popular NP-hard combinatorial optimization problem that requires finding the optimal way for a salesman to travel through different cities once and return to the initial city. The existing methods of solving TSPs on quantum systems are either gate-based or binary variable-based encoding. Both approaches are resource-expensive in terms of the number of qubits, while performing worse compared to existing classical algorithms, even for small-sized problems. A novel encoding scheme is needed to map the TSP problem onto a quantum system, which is addressed in this work. We introduce a distinct geometric approach to encode the TSP on a single qubit and present a quantum-inspired algorithm to solve the problem by invoking the principle of quantum superposition. The cities are represented as quantum states on the Bloch sphere, while the preparation of superposition states allows us to traverse multiple paths at once. The underlying framework of our algorithm is a quantum-inspired version of the classical Brachistochrone approach. Optimal control methods are employed to create a selective superposition of the quantum states to find the shortest route of a given TSP. The numerical simulations solve a sample of four to nine cities for which exact solutions are obtained. The algorithm can be implemented on any quantum platform capable of efficiently rotating a qubit and allowing state tomography measurements. For the TSP problem sizes considered in this work, our algorithm is more resource-efficient and accurate than existing quantum algorithms, with the potential for scalability.
旅行推销员问题(TSP)是一个流行的NP-hard组合优化问题,它要求找到一个推销员在不同城市旅行一次并返回初始城市的最优路径。现有的求解量子系统tsp的方法有基于门的编码和基于二进制变量的编码。就量子位的数量而言,这两种方法都是资源昂贵的,而与现有的经典算法相比,即使对于小型问题,性能也更差。为了将TSP问题映射到量子系统中,需要一种新的编码方案,本文对此进行了研究。我们引入了一种独特的几何方法在单个量子比特上对TSP进行编码,并提出了一种量子启发算法,通过调用量子叠加原理来解决这个问题。城市被表示为布洛赫球上的量子态,而叠加态的制备允许我们一次穿越多条路径。我们算法的底层框架是经典Brachistochrone方法的量子启发版本。采用最优控制方法创建量子态的选择性叠加,以找到给定TSP的最短路径。数值模拟得到了4 ~ 9个城市的精确解。该算法可以在任何能够有效旋转量子比特并允许状态层析测量的量子平台上实现。对于本研究中考虑的TSP问题规模,我们的算法比现有的量子算法更具资源效率和准确性,具有可扩展性的潜力。
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引用次数: 0
Broadband and long-duration optical memory in 171Yb3+:Y2SiO5 171Yb3+:Y2SiO5的宽带长时间光存储
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-19 DOI: 10.1088/2058-9565/ae1bd0
T Sanchez Mejia, L Nicolas, A Gelmini Rodriguez, P Goldner and M Afzelius
Optical quantum memories are essential components for realizing the full potential of quantum networks. Among these, rare-earth-doped crystal memories stand out due to their large multimode storage capabilities. To maximize the multimode capacity in the time domain, it is key to simultaneously achieve large memory bandwidth and long optical storage time. Here, we demonstrate an atomic frequency comb optical memory in 171Yb3+:Y2SiO5, with a memory bandwidth of 250 MHz and a storage time of up to 125 µs. The efficiency reaches 20% at short storage times, and 5% at 125 µs. These results were enabled by an optimized optical pumping scheme, guided by numerical modelling. Our approach is specifically designed for future spin-wave storage experiments, with the theoretical bandwidth limit set at 288 MHz by the hyperfine structure of 171Yb3+:Y2SiO5. Additionally, we introduce an efficient method for synthesizing the optical pumping waveforms required for generating combs with tens of thousands of teeth, as well as a simple yet frequency-agile laser setup for optical pumping across a 10 GHz bandwidth.
光量子存储器是实现量子网络全部潜力的重要组成部分。其中,稀土掺杂晶体存储器因其巨大的多模存储能力而脱颖而出。要使时域多模容量最大化,关键是要同时实现大的存储带宽和光存储时间。在这里,我们展示了171Yb3+:Y2SiO5原子频率梳状光存储器,其存储带宽为250 MHz,存储时间高达125µs。在短存储时间内效率达到20%,在125µs时效率达到5%。这些结果是由一个优化的光泵浦方案,由数值模拟指导。我们的方法是专门为未来的自旋波存储实验设计的,171Yb3+:Y2SiO5的超精细结构将理论带宽限制设置为288 MHz。此外,我们还介绍了一种有效的方法来合成具有数万个齿的梳所需的光泵浦波形,以及用于在10ghz带宽上进行光泵浦的简单而频率灵活的激光器设置。
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引用次数: 0
Thermodynamics of coupled time crystals with an application to energy storage 耦合时间晶体热力学及其在储能中的应用
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-13 DOI: 10.1088/2058-9565/ae186c
Paulo J Paulino, Albert Cabot, Gabriele De Chiara, Mauro Antezza, Igor Lesanovsky and Federico Carollo
Open many-body quantum systems can exhibit intriguing nonequilibrium phases of matter, such as time crystals. In these phases, the state of the system spontaneously breaks the time-translation symmetry of the dynamical generator, which typically manifests through persistent oscillations of an order parameter. A paradigmatic model displaying such a symmetry breaking is the boundary time crystal (BTC), which has been extensively analyzed experimentally and theoretically. Despite the broad interest in these nonequilibrium phases, their thermodynamics and their fluctuating behavior remain largely unexplored, in particular for the case of coupled time crystals. In this work, we consider two interacting BTCs and derive a consistent interpretation of their thermodynamic behavior. We fully characterize their average dynamics and the behavior of their quantum fluctuations, which allows us to demonstrate the presence of quantum and classical correlations in both the stationary and the time-crystal phases displayed by the system. We furthermore exploit our theoretical derivation to explore possible applications of time crystals as quantum batteries, demonstrating their ability to efficiently store energy.
开放多体量子系统可以表现出有趣的物质非平衡相,比如时间晶体。在这些阶段,系统的状态自发地打破了动力发生器的时间平移对称性,这通常表现为一个序参数的持续振荡。显示这种对称性破缺的典型模型是边界时间晶体(BTC),对其进行了广泛的实验和理论分析。尽管对这些非平衡相有广泛的兴趣,但它们的热力学和波动行为在很大程度上仍未被探索,特别是对于耦合时间晶体的情况。在这项工作中,我们考虑了两个相互作用的btc,并得出了它们的热力学行为的一致解释。我们完全描述了它们的平均动力学和量子涨落的行为,这使我们能够证明在系统显示的静止和时间晶体相中存在量子和经典相关性。我们进一步利用我们的理论推导来探索时间晶体作为量子电池的可能应用,展示了它们有效储存能量的能力。
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引用次数: 0
Quantum wall states for noise mitigation and eternal purity bounds 消除噪声和永恒纯度界限的量子壁态
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1088/2058-9565/ae186d
Miguel Casanova and Francesco Ticozzi
The present work analyzes state-stabilization techniques for decoupling a subsystem from environmental interactions. The proposed framework uses analytical and numerical tools to find an approximate decoherence-free subspace with improved passive noise isolation. Active state-stabilizing control on a subsystem mediating dominant environmental interactions, which we call the wall subsystem, creates an effective quantum wall state. The proposed method controls only the wall subsystem, leaving the logical subsystem untouched. This simplifies logic operations in the protected subsystem, and makes it suitable for integration with other quantum information protection techniques, such as dynamical decoupling (DD). We demonstrated its effectiveness in improving the performance of selective or complete DD. Under suitable conditions, our method maintains the purity of the system above a threshold for all times, achieving eternal purity preservation. Theoretical analysis links this behavior to the asymptotic spectrum of the Hamiltonian when the control gain grows unbounded.
本工作分析了将子系统从环境相互作用中解耦的状态稳定技术。所提出的框架使用分析和数值工具来寻找具有改进的被动噪声隔离的近似退相干无子空间。主动状态稳定控制的子系统调解主导的环境相互作用,我们称之为壁子系统,创建一个有效的量子壁态。所提出的方法只控制墙子系统,而不影响逻辑子系统。这简化了受保护子系统中的逻辑操作,并使其适合与其他量子信息保护技术集成,如动态解耦(DD)。我们证明了它在提高选择性或完全DD性能方面的有效性。在合适的条件下,我们的方法始终保持系统的纯度高于阈值,实现了永久的纯度保存。理论分析将这种行为与控制增益无界时哈密顿量的渐近谱联系起来。
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引用次数: 0
Bounding quantum uncommon information with quantum neural estimators 用量子神经估计器约束量子非常见信息
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-06 DOI: 10.1088/2058-9565/ae18f4
Donghwa Ji, Junseo Lee, Myeongjin Shin, IlKwon Sohn and Kabgyun Jeong
In classical information theory, uncommon information refers to the amount of information that is not shared between two messages, and it admits an operational interpretation as the minimum communication cost required to exchange the messages. Extending this notion to the quantum setting, quantum uncommon information is defined as the amount of quantum information necessary to exchange two quantum states. While the value of uncommon information can be computed exactly in the classical case, no direct method is currently known for calculating its quantum analogue. Prior work has primarily focused on deriving upper and lower bounds for quantum uncommon information. In this work, we propose a new approach for estimating these bounds by utilizing the quantum Donsker–Varadhan representation and implementing a gradient-based optimization method. Our results suggest a pathway toward efficient approximation of quantum uncommon information using variational techniques grounded in quantum neural architectures.
在经典信息论中,不常见信息是指两个消息之间不共享的信息量,它允许操作解释为交换消息所需的最小通信成本。将这一概念扩展到量子设置,量子非常见信息被定义为交换两个量子态所需的量子信息量。虽然不常见信息的值可以在经典情况下精确计算,但目前还没有直接的方法来计算其量子模拟。先前的工作主要集中在推导量子非常见信息的上界和下界。在这项工作中,我们提出了一种利用量子Donsker-Varadhan表示和实现基于梯度的优化方法来估计这些边界的新方法。我们的研究结果表明,利用基于量子神经结构的变分技术,可以有效地逼近量子不常见信息。
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引用次数: 0
Probing graph topology from local quantum measurements 从局部量子测量探测图拓扑
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-11-04 DOI: 10.1088/2058-9565/ae16d0
Francesco Romeo and Jacopo Settino
We show that global properties of an unknown quantum network, such as the average degree, hub density, and the number of closed paths of fixed length, can be inferred from strictly local quantum measurements. In particular, we demonstrate that a malicious agent with access to only a small subset of nodes can initialize quantum states locally and, through repeated short-time measurements, extract sensitive structural information about the entire network. The intrusion strategy is inspired by extreme learning and quantum reservoir computing and combines short-time quantum evolution with a non-iterative linear readout with trainable weights. These results suggest new strategies for intrusion detection and structural diagnostics in future quantum Internet infrastructures.
我们证明了一个未知量子网络的全局性质,如平均度、枢纽密度和固定长度的封闭路径的数量,可以从严格的局部量子测量中推断出来。特别是,我们证明了仅访问一小部分节点的恶意代理可以在局部初始化量子态,并通过重复的短时间测量提取有关整个网络的敏感结构信息。入侵策略受极限学习和量子库计算的启发,将短时量子进化与具有可训练权值的非迭代线性读出相结合。这些结果为未来量子互联网基础设施的入侵检测和结构诊断提供了新的策略。
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引用次数: 0
Transportable strontium lattice clock with 4 × 10 ... 可移动的锶晶格时钟与4 × 10…
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-10-28 DOI: 10.1088/2058-9565/ae1161
I Nosske, C Vishwakarma, T Lücke, J Rahm, N Poudel, S Weyers, E Benkler, S Dörscher and C Lisdat
We describe a transportable optical lattice clock based on the transition of lattice-trapped 87Sr atoms with a total systematic uncertainty of . The blackbody radiation shift, which is the leading systematic effect in many strontium lattice clocks, is controlled at the level of , as the atoms are interrogated inside a well-characterised, cold thermal shield. Using a transportable clock laser, the clock reaches a frequency instability of about , which enables fast reevaluations of systematic effects. By comparing this clock to the primary caesium fountain clocks CSF1 and CSF2 at Physikalisch-Technische Bundesanstalt, we measure the clock transition frequency with a fractional uncertainty of , in agreement with previous results. The clock was successfully transported and operated at different locations. It holds the potential to be used for geodetic measurements with centimetre-level or better height resolution and for accurate inter-institute frequency comparisons.
我们描述了一种基于晶格捕获87Sr原子跃迁的可移动光学晶格时钟,其总系统不确定度为。黑体辐射位移是许多锶晶格时钟中主要的系统效应,当原子在一个特征良好的冷热屏蔽内被探测时,黑体辐射位移被控制在。使用可移动时钟激光器,时钟达到大约的频率不稳定性,从而可以快速重新评估系统效应。通过将该时钟与德国物理技术研究所的铯喷泉时钟CSF1和CSF2进行比较,我们测量了时钟转换频率,不确定度为,与之前的结果一致。大本钟成功地在不同地点运输和运行。它具有用于厘米级或更高高度分辨率的大地测量和准确的机构间频率比较的潜力。
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引用次数: 0
Query complexity of classical and quantum channel discrimination 经典信道识别和量子信道识别的查询复杂度
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-10-27 DOI: 10.1088/2058-9565/ae0a79
Theshani Nuradha and Mark M Wilde
Quantum channel discrimination has been studied from an information-theoretic perspective, wherein one is interested in the optimal decay rate of error probabilities as a function of the number of unknown channel accesses. In this paper, we study the query complexity of quantum channel discrimination, wherein the goal is to determine the minimum number of channel uses needed to reach a desired error probability. To this end, we show that the query complexity of binary channel discrimination depends logarithmically on the inverse error probability and inversely on the negative logarithm of the (geometric and Holevo) channel fidelity. As special cases of these findings, we precisely characterize the query complexity of discriminating two classical channels and two classical–quantum channels. Furthermore, by obtaining an optimal characterization of the sample complexity of quantum hypothesis testing when the error probability does not exceed a fixed threshold, we provide a more precise characterization of query complexity under a similar error probability threshold constraint. We also provide lower and upper bounds on the query complexity of binary asymmetric channel discrimination and multiple quantum channel discrimination. For the former, the query complexity depends on the geometric Rényi and Petz–Rényi channel divergences, while for the latter, it depends on the negative logarithm of the (geometric and Uhlmann) channel fidelity. For multiple channel discrimination, the upper bound scales as the logarithm of the number of channels.
量子信道识别已经从信息论的角度进行了研究,其中人们感兴趣的是错误概率的最佳衰减率作为未知信道访问数的函数。在本文中,我们研究了量子信道识别的查询复杂度,其目标是确定达到期望的错误概率所需的最小信道使用数。为此,我们证明了二进制信道判别的查询复杂度与反向误差概率成对数关系,与(几何和Holevo)信道保真度的负对数成反比。作为这些发现的特例,我们精确地描述了区分两个经典通道和两个经典-量子通道的查询复杂性。此外,通过获得错误概率不超过固定阈值时量子假设检验样本复杂度的最优表征,我们在相似的错误概率阈值约束下提供了更精确的查询复杂度表征。给出了二元非对称信道判别和多量子信道判别查询复杂度的下界和上界。对于前者,查询复杂度取决于几何r尼米和petz - r尼米信道散度,而对于后者,查询复杂度取决于(几何和乌尔曼)信道保真度的负对数。对于多通道判别,上界尺度为通道数的对数。
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引用次数: 0
Measurement-device agnostic quantum tomography 与测量设备无关的量子断层扫描
IF 6.7 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2025-10-24 DOI: 10.1088/2058-9565/ae1320
Robert Stárek, Martin Bielak, Miroslav Ježek
Characterization of quantum states and devices is paramount to quantum science and technology. The characterization consists of individual measurements, which must be precisely known. A mismatch between actual and assumed constituent measurements limits the accuracy of this characterization. We show that such a mismatch introduces reconstruction artifacts in quantum state tomography. We use these artifacts to detect and quantify the mismatch, gaining information about the actual measurement operators. It consequently allows the mitigation of systematic errors in both quantum measurement and state preparation, improving the precision of state control and characterization. The practical utility of our approach is experimentally demonstrated.
量子态和器件的表征对量子科学和技术至关重要。表征由个体测量组成,这些测量必须精确地知道。实际和假设的成分测量之间的不匹配限制了这种表征的准确性。我们发现这种不匹配在量子态断层扫描中引入了重建伪影。我们使用这些工件来检测和量化不匹配,获得有关实际测量操作符的信息。因此,它可以减轻量子测量和状态制备中的系统误差,提高状态控制和表征的精度。实验证明了该方法的实用性。
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引用次数: 0
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Quantum Science and Technology
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