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Gradients and frequency profiles of quantum re-uploading models 量子重载模型的梯度和频率曲线
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.22331/q-2024-11-14-1523
Alice Barthe, Adrián Pérez-Salinas
Quantum re-uploading models have been extensively investigated as a form of machine learning within the context of variational quantum algorithms. Their trainability and expressivity are not yet fully understood and are critical to their performance. In this work, we address trainability through the lens of the magnitude of the gradients of the cost function. We prove bounds for the differences between gradients of the better-studied data-less parameterized quantum circuits and re-uploading models. We coin the concept of $textit{absorption witness}$ to quantify such difference. For the expressivity, we prove that quantum re-uploading models output functions with vanishing high-frequency components and upper-bounded derivatives with respect to data. As a consequence, such functions present limited sensitivity to fine details, which protects against overfitting. We performed numerical experiments extending the theoretical results to more relaxed and realistic conditions. Overall, future designs of quantum re-uploading models will benefit from the strengthened knowledge delivered by the uncovering of absorption witnesses and vanishing high frequencies.
量子重载模型作为变量子算法背景下的一种机器学习形式,已经得到了广泛的研究。量子重载模型的可训练性和可表达性尚未得到充分理解,而这对其性能至关重要。在这项工作中,我们从成本函数梯度大小的角度来解决可训练性问题。我们证明了研究较多的无数据参数化量子电路和重上传模型梯度之间的差异。我们创造了 $textit{absorption witness}$ 概念来量化这种差异。在表达方面,我们证明量子重载模型输出的函数具有消失的高频成分和相对于数据的上界导数。因此,这类函数对精细细节的敏感度有限,可以防止过度拟合。我们进行了数值实验,将理论结果扩展到更宽松、更现实的条件下。总之,量子重载模型的未来设计将受益于通过揭示吸收见证和消失的高频所提供的强化知识。
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引用次数: 0
Observational entropy with general quantum priors 具有一般量子先验的观测熵
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.22331/q-2024-11-14-1524
Ge Bai, Dominik Šafránek, Joseph Schindler, Francesco Buscemi, Valerio Scarani
Observational entropy captures both the intrinsic uncertainty of a thermodynamic state and the lack of knowledge due to coarse-graining. We demonstrate two interpretations of observational entropy, one as the statistical deficiency resulting from a measurement, the other as the difficulty of inferring the input state from the measurement statistics by quantum Bayesian retrodiction. These interpretations show that the observational entropy implicitly includes a uniform reference prior. Since the uniform prior cannot be used when the system is infinite-dimensional or otherwise energy-constrained, we propose generalizations by replacing the uniform prior with arbitrary quantum states that may not even commute with the state of the system. We propose three candidates for this generalization, discuss their properties, and show that one of them gives a unified expression that relates both interpretations.
观测熵既捕捉了热力学状态的内在不确定性,也捕捉了粗粒化导致的知识缺失。我们展示了对观测熵的两种解释,一种是测量导致的统计缺陷,另一种是量子贝叶斯逆推法从测量统计推断输入状态的困难。这些解释表明,观测熵隐含着均匀参考先验。由于统一先验不能用于无限维或能量受限的系统,我们提出了用任意量子态取代统一先验的概括方法,这些量子态甚至可能与系统状态不换算。我们为这种概括提出了三种候选方案,讨论了它们的特性,并证明其中一种方案给出了两种解释相关的统一表达式。
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引用次数: 0
Photon-number moments and cumulants of Gaussian states 高斯态的光子数矩和累积量
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-13 DOI: 10.22331/q-2024-11-13-1521
Yanic Cardin, Nicolás Quesada
We develop closed-form expressions for the moments and cumulants of Gaussian states when measured in the photon-number basis. We express the photon-number moments of a Gaussian state in terms of the loop Hafnian, a function that when applied to a $(0,1)$-matrix representing the adjacency of a graph, counts the number of its perfect matchings. Similarly, we express the photon-number cumulants in terms of the Montrealer, a newly introduced matrix function that when applied to a $(0,1)$-matrix counts the number of Hamiltonian cycles of that graph. Based on these graph-theoretic connections, we show that the calculation of photon-number moments and cumulants are #P-hard. Moreover, we provide an exponential time algorithm to calculate Montrealers (and thus cumulants), matching well-known results for Hafnians. We then demonstrate that when a uniformly lossy interferometer is fed in every input with identical single-mode Gaussian states with zero displacement, all the odd-order cumulants but the first one are zero. Finally, we employ the expressions we derive to study the distribution of cumulants up to the fourth order for different input states in a Gaussian boson sampling setup where $K$ identical states are fed into an $ell$-mode interferometer. We analyze the dependence of the cumulants as a function of the type of input state, squeezed, lossy squeezed, squashed, or thermal, and as a function of the number of non-vacuum inputs. We find that thermal states perform much worse than other classical states, such as squashed states, at mimicking the photon-number cumulants of lossy or lossless squeezed states.
我们开发了以光子数为基础测量高斯状态的矩和累积量的闭式表达式。我们用循环哈夫尼函数来表示高斯态的光子数矩,该函数应用于代表图形邻接度的$(0,1)$矩阵时,可以计算完全匹配的次数。同样,我们用蒙特勒表示光子数累积,这是一个新引入的矩阵函数,当应用于$(0,1)$矩阵时,可以计算该图的哈密顿循环数。基于这些图论联系,我们证明光子数矩和累积量的计算是 #P 难的。此外,我们还提供了一种指数时间算法来计算蒙特利尔矩(以及累积量),这与众所周知的哈夫尼斯结果相吻合。然后,我们证明,当均匀有损干涉仪的每个输入端都输入位移为零的相同单模高斯态时,除了第一个态之外,所有奇阶累积量都为零。最后,我们利用推导出的表达式来研究高斯玻色子采样设置中不同输入状态下四阶以下累积量的分布,在这个设置中,$K$相同的状态被输入到$ell$模式干涉仪中。我们分析了累积量与输入状态类型(挤压态、有损挤压态、压扁态或热态)的函数关系,以及与非真空输入数量的函数关系。我们发现,在模仿有损或无损挤压态的光子数累积量方面,热态的表现比其他经典态(如压扁态)差得多。
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引用次数: 0
Anomalous Floquet Phases. A resonance phenomena 异常浮凸相位共振现象
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-13 DOI: 10.22331/q-2024-11-13-1522
Álvaro Gómez-León
Floquet topological phases emerge when systems are periodically driven out-of-equilibrium. They gained attention due to their external control, which allows to simulate a wide variety of static systems by just tuning the external field in the high frequency regime. However, it was soon clear that their relevance goes beyond that, as for lower frequencies, anomalous phases without a static counterpart are present and the bulk-to-boundary correspondence can fail. In this work we discuss the important role of resonances in Floquet phases. For that, we present a method to find analytical solutions when the frequency of the drive matches the band gap, extending the well-known high frequency analysis of Floquet systems. With this formalism, we show that the topology of Floquet phases with resonances can be accurately captured in analytical terms. We also find a bulk-to-boundary correspondence between the number of edge states in finite systems and a set of topological invariants in different frames of reference, which crucially do not explicitly involve the micromotion. To illustrate our results, we periodically drive a SSH chain and a $pi$-flux lattice, showing that our findings remain valid in various two-band systems and in different dimensions. In addition, we notice that the competition between rotating and counter-rotating terms must be carefully treated when the undriven system is a semi-metal. To conclude, we discuss the implications to experimental setups, including the direct detection of anomalous topological phases and the measurement of their invariants.
当系统周期性地失去平衡时,就会出现浮凸拓扑相。浮凸拓扑相因其外部控制而备受关注,在高频情况下,只需调整外部场即可模拟各种静态系统。然而,人们很快就发现,它们的意义远不止于此,因为在较低频率下,会出现没有静态对应物的反常相位,体与界的对应关系可能会失效。在这项工作中,我们讨论了共振在 Floquet 相中的重要作用。为此,我们提出了一种在驱动频率与带隙相匹配时寻找解析解的方法,从而扩展了著名的 Floquet 系统高频分析。通过这种形式主义,我们证明了具有共振的 Floquet 相的拓扑结构可以用分析术语准确捕捉。我们还发现,有限系统中边缘状态的数量与不同参照系中的拓扑不变式之间存在着大量到边界的对应关系,关键是它们并不明确涉及微动。为了说明我们的结果,我们周期性地驱动了一个 SSH 链和一个 $pi$-flux 晶格,结果表明我们的发现在各种双波段系统和不同维度中仍然有效。此外,我们注意到,当未驱动系统是半金属时,必须谨慎处理旋转项和反旋转项之间的竞争。最后,我们讨论了对实验装置的影响,包括直接探测异常拓扑相和测量它们的不变量。
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引用次数: 0
Scattering wave packets of hadrons in gauge theories: Preparation on a quantum computer 量子理论中的强子散射波包:量子计算机上的准备工作
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-11 DOI: 10.22331/q-2024-11-11-1520
Zohreh Davoudi, Chung-Chun Hsieh, Saurabh V. Kadam
Quantum simulation holds promise of enabling a complete description of high-energy scattering processes rooted in gauge theories of the Standard Model. A first step in such simulations is preparation of interacting hadronic wave packets. To create the wave packets, one typically resorts to adiabatic evolution to bridge between wave packets in the free theory and those in the interacting theory, rendering the simulation resource intensive. In this work, we construct a wave-packet creation operator directly in the interacting theory to circumvent adiabatic evolution, taking advantage of resource-efficient schemes for ground-state preparation, such as variational quantum eigensolvers. By means of an ansatz for bound mesonic excitations in confining gauge theories, which is subsequently optimized using classical or quantum methods, we show that interacting mesonic wave packets can be created efficiently and accurately using digital quantum algorithms that we develop. Specifically, we obtain high-fidelity mesonic wave packets in the $Z_2$ and $U(1)$ lattice gauge theories coupled to fermionic matter in 1+1 dimensions. Our method is applicable to both perturbative and non-perturbative regimes of couplings. The wave-packet creation circuit for the case of the $Z_2$ lattice gauge theory is built and implemented on the Quantinuum $texttt{H1-1}$ trapped-ion quantum computer using 13 qubits and up to 308 entangling gates. The fidelities agree well with classical benchmark calculations after employing a simple symmetry-based noise-mitigation technique. This work serves as a step toward quantum computing scattering processes in quantum chromodynamics.
量子模拟有望完整描述标准模型规理论中的高能散射过程。这种模拟的第一步是准备相互作用的强子波包。为了创建波包,人们通常采用绝热演化来连接自由理论中的波包和相互作用理论中的波包,这使得模拟需要大量资源。在这项工作中,我们直接在相互作用理论中构建了一个波包创建算子,以规避绝热演化,同时利用了资源节约型的基态准备方案,如变分量子优解器。通过对约束规规理论中的约束介子激元进行反演,并随后使用经典或量子方法对其进行优化,我们表明,使用我们开发的数字量子算法,可以高效、准确地创建相互作用介子波包。具体来说,我们在 1+1 维与费米子物质耦合的 $Z_2$ 和 $U(1)$ 格规理论中获得了高保真介子波包。我们的方法适用于耦合的微扰和非微扰状态。我们在Quantinuum $texttt{H1-1}$困离子量子计算机上建立并实现了Z_2$格规理论情况下的波包创建电路,使用了13个量子比特和多达308个纠缠门。在采用了一种简单的基于对称性的降噪技术后,其保真度与经典基准计算结果吻合得很好。这项工作为量子色动力学中的散射过程的量子计算迈出了一步。
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引用次数: 0
Benchmarking a trapped-ion quantum computer with 30 qubits 30 量子位困离子量子计算机的基准测试
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-07 DOI: 10.22331/q-2024-11-07-1516
Jwo-Sy Chen, Erik Nielsen, Matthew Ebert, Volkan Inlek, Kenneth Wright, Vandiver Chaplin, Andrii Maksymov, Eduardo Páez, Amrit Poudel, Peter Maunz, John Gamble
Quantum computers are rapidly becoming more capable, with dramatic increases in both qubit count [1] and quality [2]. Among different hardware approaches, trapped-ion quantum processors are a leading technology for quantum computing, with established high-fidelity operations and architectures with promising scaling. Here, we demonstrate and thoroughly benchmark the IonQ Forte system: configured as a single-chain 30-qubit trapped-ion quantum computer with all-to-all operations. We assess the performance of our quantum computer operation at the component level via direct randomized benchmarking (DRB) across all 30 choose 2 = 435 gate pairs. We then show the results of application-oriented [3][4] benchmarks and show that the system passes the suite of algorithmic qubit (AQ) benchmarks up to #AQ 29. Finally, we use our component-level benchmarking to build a system-level model to predict the application benchmarking data through direct simulation. While we find that the system-level model correlates with the experiment in predicting application circuit performance, we note quantitative discrepancies indicating significant out-of-model errors, leading to higher predicted performance than what is observed. This highlights that as quantum computers move toward larger and higher-quality devices, characterization becomes more challenging, suggesting future work required to push performance further.
随着量子比特数量[1]和质量[2]的大幅提升,量子计算机的能力正在迅速增强。在不同的硬件方法中,困离子量子处理器是量子计算的领先技术,它具有成熟的高保真操作和可扩展的架构。在这里,我们展示了 IonQ Forte 系统,并对其进行了全面的基准测试:该系统配置为单链 30 量子比特困离子量子计算机,可进行全对全操作。我们通过对所有 30 选 2 = 435 门对进行直接随机基准测试(DRB),在组件层面评估量子计算机的运行性能。然后,我们展示了面向应用[3][4]的基准测试结果,并表明该系统通过了算法量子位(AQ)基准测试,最高可达 #AQ 29。最后,我们利用组件级基准测试建立了一个系统级模型,通过直接模拟来预测应用基准测试数据。虽然我们发现系统级模型在预测应用电路性能方面与实验结果相关,但我们注意到数量上的差异,这表明模型外误差很大,导致预测性能高于观察性能。这突出表明,随着量子计算机向更大型、更高质量的器件发展,表征工作变得更具挑战性,这也是未来进一步提升性能所需的工作。
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引用次数: 0
Epistemic Boundaries and Quantum Uncertainty: What Local Observers Can (Not) Predict 认识论边界与量子不确定性:局部观测者能(不能)预测什么
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-07 DOI: 10.22331/q-2024-11-07-1518
Johannes Fankhauser
One of quantum theory's salient features is its apparent indeterminism, i.e. measurement outcomes are typically probabilistic. We formally define and address whether this uncertainty is unavoidable or whether post-quantum theories can offer a predictive advantage while conforming to the Born rule on average. We present a no-go claim combining three aspects: predictive advantage, no-signalling, and reliable intersubjectivity between quantum observers. The results of the analysis lead to the conclusion that there exists a fundamental limitation on genuine predictive advantage. However, we uncover a fascinating possibility: When the assumption of reliable intersubjectivity between different observers is violated, subjective predictive advantage can, in principle, exist. This, in turn, entails an epistemic boundary between different observers of the same theory. The findings reconcile us to quantum uncertainty as an aspect of limits on Nature's predictability.
量子理论的一个显著特点是其明显的不确定性,即测量结果通常是概率性的。我们正式定义并讨论了这种不确定性是否不可避免,或者后量子理论是否能在平均符合博恩规则的同时提供预测优势。我们结合三个方面提出了一个 "不行 "主张:预测优势、无信号以及量子观测者之间可靠的主体间性。分析结果得出的结论是,真正的预测优势存在根本限制。然而,我们也发现了一种令人着迷的可能性:当不同观察者之间可靠的主体间性假设被违反时,主观预测优势原则上是可以存在的。反过来,这也意味着同一理论的不同观察者之间存在认识论边界。这些发现让我们认识到量子不确定性是对自然可预测性的限制。
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引用次数: 0
Phase-space negativity as a computational resource for quantum kernel methods 作为量子核方法计算资源的相空间负性
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-07 DOI: 10.22331/q-2024-11-07-1519
Ulysse Chabaud, Roohollah Ghobadi, Salman Beigi, Saleh Rahimi-Keshari
Quantum kernel methods are a proposal for achieving quantum computational advantage in machine learning. They are based on a hybrid classical-quantum computation where a function called the quantum kernel is estimated by a quantum device while the rest of computation is performed classically. Quantum advantages may be achieved through this method only if the quantum kernel function cannot be estimated efficiently on a classical computer. In this paper, we provide sufficient conditions for the efficient classical estimation of quantum kernel functions for bosonic systems. These conditions are based on phase-space properties of data-encoding quantum states associated with the quantum kernels: negative volume, non-classical depth, and excess range, which are shown to be three signatures of phase-space negativity. We consider quantum optical examples involving linear-optical networks with and without adaptive non-Gaussian measurements, and investigate the effects of loss on the efficiency of the classical simulation. Our results underpin the role of the negativity in phase-space quasi-probability distributions as an essential resource in quantum machine learning based on kernel methods.
量子核方法是在机器学习中实现量子计算优势的一种建议。量子核方法基于经典-量子混合计算,其中一个称为量子核的函数由量子设备估算,而计算的其余部分则以经典方式执行。只有当量子核函数无法在经典计算机上高效估算时,才能通过这种方法实现量子优势。在本文中,我们为玻色子系统量子核函数的高效经典估计提供了充分条件。这些条件基于与量子核相关的数据编码量子态的相空间特性:负体积、非经典深度和超范围,它们被证明是相空间负性的三个特征。我们考虑了涉及具有和不具有自适应非高斯测量的线性光学网络的量子光学示例,并研究了损耗对经典模拟效率的影响。我们的研究结果证明,相空间准概率分布中的负性是基于核方法的量子机器学习的重要资源。
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引用次数: 0
Asymmetry activation and its relation to coherence under permutation operation 排列操作下的不对称激活及其与一致性的关系
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-07 DOI: 10.22331/q-2024-11-07-1517
Masahito Hayashi
A Dicke state and its decohered state are invariant for permutation. However, when another qubits state to each of them is attached, the whole state is not invariant for permutation, and has a certain asymmetry for permutation. The amount of asymmetry can be measured by the number of distinguishable states under the group action or the mutual information. Generally, the amount of asymmetry of the whole state is larger than the amount of asymmetry of the added state. That is, the asymmetry activation happens in this case. This paper investigates the amount of the asymmetry activation under Dicke states. To address the asymmetry activation asymptotically, we introduce a new type of central limit theorem by using several formulas on hypergeometric functions. We reveal that the amounts of the asymmetry and the asymmetry activation with a Dicke state have a strictly larger order than those with the decohered state in a specific type of the limit.
一个迪克态和它的解密态是包态不变的。然而,当它们各自附加了另一个量子比特态时,整个态就不是包覆不变的了,而是对包覆具有一定的不对称性。非对称性的大小可以用群体作用下可区分状态的数量或互信息来衡量。一般来说,整个状态的不对称量大于添加状态的不对称量。也就是说,在这种情况下会发生不对称激活。本文研究了 Dicke 状态下的不对称激活量。为了渐近地解决非对称激活问题,我们通过使用超几何函数的几个公式引入了一种新型的中心极限定理。我们发现,在特定类型的极限中,Dicke 状态下的非对称性和非对称性激活量比 Decohered 状态下的非对称性和非对称性激活量具有严格的大阶。
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引用次数: 0
Maximal Elements of Quantum Communication 量子通信的最大要素
IF 6.4 2区 物理与天体物理 Q1 PHYSICS, MULTIDISCIPLINARY Pub Date : 2024-11-07 DOI: 10.22331/q-2024-11-07-1515
Teiko Heinosaari, Oskari Kerppo
A prepare-and-measure scenario is naturally described by a communication matrix that collects all conditional outcome probabilities of the scenario into a row-stochastic matrix. The set of all possible communication matrices is partially ordered via the possibility to transform one matrix to another by pre- and post-processings. By considering maximal elements in this preorder for a subset of matrices implementable in a given theory, it becomes possible to identify communication matrices of maximum utility, i.e., matrices that are not majorized by any other matrices in the theory. The identity matrix of an appropriate size is the greatest element in classical theories, while the maximal elements in quantum theory have remained unknown. We completely characterize the maximal elements in quantum theory, thereby revealing the essential structure of the set of quantum communication matrices. In particular, we show that the identity matrix is the only maximal element in quantum theory but, as opposed to a classical theory, it is not the greatest element. Quantum theory can hence be seen to be distinct from classical theory by the existence of incompatible communication matrices.
一个 "准备-测量 "方案自然是由一个通信矩阵来描述的,该矩阵将方案的所有条件结果概率收集到一个行随机矩阵中。所有可能的通信矩阵集合通过预处理和后处理将一个矩阵转换为另一个矩阵的可能性进行部分排序。通过考虑可在给定理论中实现的矩阵子集中的最大元素,就有可能识别出具有最大效用的通信矩阵,即理论中没有被任何其他矩阵大化的矩阵。适当大小的同一矩阵是经典理论中的最大元素,而量子理论中的最大元素却一直不为人知。我们完全描述了量子理论中的最大元素,从而揭示了量子通信矩阵集合的基本结构。我们特别指出,同一矩阵是量子理论中唯一的最大元素,但与经典理论不同,它不是最大元素。因此,量子理论与经典理论的区别在于存在不相容的通信矩阵。
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引用次数: 0
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