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Enhancing quantum state reconstruction with structured classical shadows 利用结构经典阴影增强量子态重构
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-09-02 DOI: 10.1038/s41534-025-01101-1
Zhen Qin, Joseph M. Lukens, Brian T. Kirby, Zhihui Zhu

While classical shadows can efficiently predict key quantum state properties, their suitability for certified quantum state tomography remains uncertain. In this paper, we address this challenge by introducing a projected classical shadow (PCS) that extends the standard classical shadow by incorporating a projection step onto the target subspace. For a general quantum state consisting of n qubits, our method requires a minimum of O(4n) total state copies to achieve a bounded recovery error in the Frobenius norm between the reconstructed and true density matrices, reducing to O(2nr) for states of rank r < 2n—meeting information-theoretic optimal bounds in both cases. For matrix product operator states, we demonstrate that the PCS can recover the ground-truth state with O(n2) total state copies, improving upon the previously established Haar-random bound of O(n3). Numerical simulations validate our scaling results and demonstrate the practical accuracy of the proposed PCS method.

虽然经典阴影可以有效地预测关键的量子态特性,但它们对认证量子态层析成像的适用性仍然不确定。在本文中,我们通过引入投影经典阴影(PCS)来解决这一挑战,PCS通过在目标子空间上合并投影步长来扩展标准经典阴影。对于由n个量子比特组成的一般量子态,我们的方法需要至少O(4n)个总状态拷贝才能在重构和真密度矩阵之间的Frobenius范数中实现有界恢复误差,对于秩为r <; 2n的状态,在这两种情况下都满足信息论最优边界,则减少到O(2nr)。对于矩阵积算子状态,我们证明了PCS可以用O(n2)个总状态副本恢复基真状态,改进了先前建立的O(n3)的haar随机界。数值模拟验证了我们的缩放结果,并证明了PCS方法的实用精度。
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引用次数: 0
Single shot latched readout of a quantum dot qubit using barrier gate pulsing 使用势垒门脉冲的量子点量子比特的单次锁存读出
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-09-02 DOI: 10.1038/s41534-025-01094-x
Sanghyeok Park, Jared Benson, J. Corrigan, J. P. Dodson, S. N. Coppersmith, Mark Friesen, M. A. Eriksson

Qubit latching techniques require precise tuning of multiple tunnel rates, which can be challenging when a qubit is coupled to a single reservoir. Here, we present such a method for single-shot measurement, in which the barrier gate is pulsed to dynamically control qubit-to-reservoir tunnel rates. We use it to reduce the qubit reset time in measurements of coherent Larmor oscillations of a Si/SiGe quantum dot hybrid qubit. The method is also readily applicable to other types of spin-based qubits.

量子位锁存技术需要精确调整多个隧道速率,当一个量子位与单个储层耦合时,这可能是一个挑战。在这里,我们提出了这样一种单次测量的方法,其中势垒门被脉冲来动态控制量子比特到储层的隧道速率。在测量Si/SiGe量子点混合量子比特的相干Larmor振荡时,我们使用它来减少量子比特复位时间。该方法也很容易适用于其他类型的基于自旋的量子位。
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引用次数: 0
A quantum algorithm for solving 0-1 Knapsack problems 求解0-1背包问题的量子算法
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-26 DOI: 10.1038/s41534-025-01097-8
Sören Wilkening, Andreea-Iulia Lefterovici, Lennart Binkowski, Michael Perk, Sándor P. Fekete, Tobias J. Osborne

We present two novel contributions for achieving and assessing quantum advantage in solving difficult optimisation problems, both in theory and foreseeable practice. (1) We introduce the “Quantum Tree Generator” to generate in superposition all feasible solutions of a given 0-1 knapsack instance; combined with amplitude amplification, this identifies optimal solutions. Assuming fully connected logical qubits and comparable quantum clock speed, QTG offers perspectives for runtimes competitive to classical state-of-the-art knapsack solvers for instances with only 100 variables. (2) By introducing a new technique that exploits logging data from a classical solver, we can predict the runtime of our method way beyond the range of existing quantum platforms and simulators, for benchmark instances with up to 600 variables. Under the given assumptions, we demonstrate the QTG’s potential practical quantum advantage for such instances, indicating the promise of an effective approach for hard combinatorial optimisation problems.

我们提出了两个新的贡献实现和评估量子优势在解决困难的优化问题,在理论上和可预见的实践。(1)引入“量子树生成器”,叠加生成给定0-1背包实例的所有可行解;结合振幅放大,这确定了最优解。假设完全连接的逻辑量子位和可比较的量子时钟速度,QTG提供了与只有100个变量的实例的经典最先进的背包求解器竞争的运行时视角。(2)通过引入一种利用经典求解器的测井数据的新技术,我们可以预测我们的方法的运行时间,远远超出现有量子平台和模拟器的范围,对于多达600个变量的基准实例。在给定的假设下,我们证明了QTG在这种情况下的潜在实用量子优势,表明了一种解决难组合优化问题的有效方法的前景。
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引用次数: 0
Scalable noisy quantum circuits for biased-noise qubits 偏置噪声量子比特的可扩展噪声量子电路
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-26 DOI: 10.1038/s41534-025-01054-5
Marco Fellous-Asiani, Moein Naseri, Chandan Datta, Alexander Streltsov, Michał Oszmaniec

In this work, we consider biased-noise qubits affected only by bit-flip errors, which is motivated by existing systems of stabilized cat qubits. This property allows us to design a class of noisy Hadamard tests involving entangling and certain non-Clifford gates, which can be conducted reliably with only a polynomial overhead in algorithm repetitions. On the flip side, we also found classical algorithms able to efficiently simulate both the noisy and noiseless versions of our specific variants of the Hadamard test. We propose to use these algorithms as a benchmark of the biasness of the noise at the scale of large circuits. The bias being checked on a full computational task makes our benchmark sensitive to crosstalk or time-correlated errors, which are usually invisible from individual gate tomography. For realistic noise models, phase-flip will not be negligible, but in the Pauli-Twirling approximation, we show that our benchmark could check the correctness of circuits containing up to 106 gates, several orders of magnitude larger than circuits not exploiting a noise-bias. Our benchmark is applicable for an arbitrary noise-bias, beyond Pauli models.

在这项工作中,我们考虑了只受比特翻转错误影响的偏噪声量子比特,这是由现有的稳定cat量子比特系统驱动的。这个性质允许我们设计一类包含纠缠门和某些非clifford门的噪声Hadamard测试,它可以可靠地进行,算法重复的开销只有一个多项式。另一方面,我们还发现经典算法能够有效地模拟Hadamard测试的特定变体的有噪声和无噪声版本。我们建议使用这些算法作为大型电路规模下噪声偏置的基准。在完整的计算任务中检查偏差使我们的基准对串扰或时间相关误差敏感,这些误差通常在单个门断层扫描中是不可见的。对于现实的噪声模型,相位翻转将不可忽略,但在Pauli-Twirling近似中,我们表明我们的基准可以检查包含多达106门的电路的正确性,比不利用噪声偏置的电路大几个数量级。我们的基准适用于任意噪声偏差,而不是泡利模型。
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引用次数: 0
All genuinely entangled stabilizer subspaces are multipartite fully nonlocal 所有真正纠缠稳定子空间都是多部完全非局部的
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-23 DOI: 10.1038/s41534-025-01080-3
Owidiusz Makuta, Remigiusz Augusiak

Understanding which entangled states give rise to Bell nonlocality and thus are resourceful in the device-independent framework is a long-standing unresolved problem. Here, we establish the equivalence between genuine entanglement and genuine nonlocality for a broad class of multipartite (pure and mixed) states originating from the stabilizer formalism. In fact, we prove that any (mixed) stabilizer state defined on a genuinely entangled subspace is multipartite fully nonlocal, meaning that it gives rise to correlations with no contribution from local hidden variable models of any type. Importantly, we also derive a lower bound on genuine nonlocality content of arbitrary multipartite states, opening the door to its experimental estimation.

了解哪些纠缠态会引起贝尔非定域性,从而在与设备无关的框架中具有资源是一个长期未解决的问题。在这里,我们建立了一类源自稳定器形式的多部态(纯态和混合态)的真纠缠态和真非定域性之间的等价性。事实上,我们证明了在真正纠缠子空间上定义的任何(混合)稳定器状态都是多部完全非局部的,这意味着它产生的相关性没有任何类型的局部隐变量模型的贡献。重要的是,我们还推导了任意多部态的真正非定域性内容的下界,为其实验估计打开了大门。
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引用次数: 0
Efficient sparse state preparation via quantum walks 基于量子行走的高效稀疏态制备
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-21 DOI: 10.1038/s41534-025-01093-y
Alvin Gonzales, Rebekah Herrman, Colin Campbell, Igor Gaidai, Ji Liu, Teague Tomesh, Zain H. Saleem

Continuous-time quantum walks (CTQWs) on dynamic graphs, referred to as dynamic CTQWs, are a recently introduced universal model of computation that offers a new paradigm in which to envision quantum algorithms. In this work, we develop an algorithm that converts single-edge and self-loop dynamic CTQWs to the gate model of computation. We use this mapping to introduce an efficient sparse quantum state preparation framework based on dynamic CTQWs. Our approach utilizes combinatorics techniques such as minimal hitting sets, minimum spanning trees, and shortest Hamiltonian paths to reduce the number of controlled gates required to prepare sparse states. We show that our framework encompasses the current state of the art ancilla-free sparse state preparation method by reformulating this method as a CTQW. This CTQW-based framework offers an alternative to the uniformly controlled rotation method used by Qiskit by requiring fewer CX gates when the target state has a polynomial number of non-zero amplitudes.

动态图上的连续时间量子行走(ctqw),被称为动态ctqw,是最近引入的一种通用计算模型,它提供了一种设想量子算法的新范式。在这项工作中,我们开发了一种将单边和自环动态ctqw转换为计算门模型的算法。我们利用这种映射引入了一种高效的基于动态ctqw的稀疏量子态制备框架。我们的方法利用组合学技术,如最小命中集、最小生成树和最短哈密顿路径来减少准备稀疏状态所需的受控门的数量。我们通过将该方法重新表述为CTQW,表明我们的框架包含了当前最先进的无辅助稀疏状态制备方法。这种基于ctqw的框架提供了Qiskit使用的均匀控制旋转方法的替代方案,当目标状态具有多项式个数的非零振幅时,需要更少的CX门。
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引用次数: 0
Universal logical quantum photonic neural network processor via cavity-assisted interactions 通用逻辑量子光子神经网络处理器,通过腔辅助相互作用
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-20 DOI: 10.1038/s41534-025-01096-9
Jasvith Raj Basani, Murphy Yuezhen Niu, Edo Waks

Encoding quantum information within bosonic modes offers a promising direction for hardware-efficient and fault-tolerant quantum information processing. However, achieving high-fidelity universal control over bosonic encodings using native photonic hardware remains a significant challenge. We establish a quantum control framework to prepare and perform universal logical operations on arbitrary multimode multi-photon states using a quantum photonic neural network. Central to our approach is the optical nonlinearity, which is realized through strong light-matter interaction with a three-level Λ atomic system. The dynamics of this passive interaction are asymptotically confined to the single-mode subspace, enabling the construction of deterministic entangling gates and overcoming limitations faced by many nonlinear optical mechanisms. Using this nonlinearity as the element-wise activation function, we show that the proposed architecture is able to deterministically prepare a wide array of multimode multi-photon states, including essential resource states. We demonstrate universal code-agnostic control of bosonic encodings by preparing and performing logical operations on symmetry-protected error-correcting codes. Our architecture is not constrained by symmetries imposed by evolution under a system Hamiltonian such as purely χ(2) and χ(3) processes, and is naturally suited to implement non-transversal gates on photonic logical qubits. Additionally, we propose an error-correction scheme based on non-demolition measurements that is facilitated by the optical nonlinearity as a building block. Our results pave the way for near-term quantum photonic processors that enable error-corrected quantum computation, and can be achieved using present-day integrated photonic hardware.

在玻色子模式中编码量子信息为硬件高效和容错的量子信息处理提供了一个有前途的方向。然而,利用原生光子硬件实现对玻色子编码的高保真通用控制仍然是一个重大挑战。我们建立了一个量子控制框架,利用量子光子神经网络来准备和执行任意多模多光子态的通用逻辑运算。我们方法的核心是光学非线性,这是通过与三能级Λ原子系统的强光-物质相互作用实现的。这种被动相互作用的动力学逐渐局限于单模子空间,使确定性纠缠门的构建成为可能,克服了许多非线性光学机构面临的局限性。使用这种非线性作为元素激活函数,我们表明所提出的架构能够确定地制备广泛的多模多光子态,包括必要的资源态。我们通过准备和执行对对称保护纠错码的逻辑运算来演示玻色子编码的通用码不可知控制。我们的架构不受系统哈密顿量(如纯χ(2)和χ(3)过程)下进化所施加的对称性的约束,并且自然适合于在光子逻辑量子位上实现非横向门。此外,我们提出了一种基于非拆除测量的误差校正方案,该方案由光学非线性作为构建块来促进。我们的研究结果为近期能够纠错量子计算的量子光子处理器铺平了道路,并且可以使用当前的集成光子硬件来实现。
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引用次数: 0
Further improving quantum algorithms for nonlinear differential equations via higher-order methods and rescaling 通过高阶方法和重标度进一步改进非线性微分方程的量子算法
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-18 DOI: 10.1038/s41534-025-01084-z
Pedro C. S. Costa, Philipp Schleich, Mauro E. S. Morales, Dominic W. Berry

The solution of large systems of nonlinear differential equations is essential for many applications in science and engineering. We present three improvements to existing quantum algorithms based on the Carleman linearisation technique. First, we use a high-precision method for solving the linearised system that yields logarithmic dependence on the error and near-linear dependence on time. Second, we introduce a rescaling strategy that significantly reduces the cost, which would otherwise scale exponentially with the Carleman order, thus limiting quantum speedups for PDEs. Third, we derive tighter error bounds for Carleman linearisation. We apply our results to a class of discretised reaction-diffusion equations using higher-order finite differences for spatial resolution. We also show that enforcing a stability criterion independent of the discretisation can conflict with rescaling due to the mismatch between the max-norm and the 2-norm. Nonetheless, efficient quantum solutions remain possible when the number of discretisation points is constrained, as enabled by higher-order schemes.

大型非线性微分方程组的解在科学和工程中的许多应用中是必不可少的。我们提出了基于Carleman线性化技术的现有量子算法的三种改进。首先,我们使用高精度方法来求解线性化系统,该系统对误差产生对数依赖,对时间产生近线性依赖。其次,我们引入了一种可显着降低成本的重新缩放策略,否则该策略将随卡尔曼顺序呈指数级扩展,从而限制了pde的量子速度。第三,我们为卡尔曼线性化导出了更严格的误差界。我们将我们的结果应用于一类离散反应扩散方程,使用高阶有限差分进行空间分辨率。我们还表明,由于最大范数和2范数之间的不匹配,强制独立于离散化的稳定性准则可能与重新缩放相冲突。尽管如此,当离散点的数量受到限制时,高效的量子解决方案仍然是可能的,正如高阶方案所实现的那样。
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引用次数: 0
Quantum key distribution as a quantum machine learning task 量子密钥分发作为量子机器学习任务
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-12 DOI: 10.1038/s41534-025-01088-9
Thomas Decker, Marcelin Gallezot, Sven Florian Kerstan, Alessio Paesano, Anke Ginter, Wadim Wormsbecher

We propose considering Quantum Key Distribution (QKD) protocols as a use case for Quantum Machine Learning (QML) algorithms. We define and investigate the QML task of optimizing eavesdropping attacks on the quantum circuit implementation of the BB84 protocol. QKD protocols are well understood and solid security proofs exist enabling an easy evaluation of the QML model performance. The power of easy-to-implement QML techniques is shown by finding the explicit circuit for optimal individual attacks in a noise-free setting. For the noisy setting we find, to the best of our knowledge, a new cloning algorithm, which can outperform known cloning methods. Finally, we present a QML construction of a collective attack by using classical information from QKD post-processing within the QML algorithm.

我们建议将量子密钥分发(QKD)协议作为量子机器学习(QML)算法的用例。我们定义并研究了在BB84协议的量子电路实现上优化窃听攻击的QML任务。QKD协议被很好地理解,并且存在可靠的安全性证明,可以轻松评估QML模型的性能。通过在无噪声环境中找到最优单个攻击的显式电路,显示了易于实现的QML技术的强大功能。对于有噪声的设置,我们发现,据我们所知,一个新的克隆算法,它可以优于已知的克隆方法。最后,我们利用QML算法中QKD后处理的经典信息,提出了一个QML构造集体攻击的方法。
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引用次数: 0
Resource-optimized fault-tolerant simulation of the Fermi-Hubbard model and high-temperature superconductor models Fermi-Hubbard模型和高温超导体模型的资源优化容错模拟
IF 7.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED Pub Date : 2025-08-11 DOI: 10.1038/s41534-025-01091-0
Angus Kan, Benjamin C. B. Symons

Exploring low-cost applications is paramount to creating value in early fault-tolerant quantum computers. Here, we optimize both gate and qubit counts of recent algorithms for simulating the Fermi-Hubbard model. We further devise and compile algorithms to simulate established models of cuprate and pnictide high-temperature superconductors, which include beyond-nearest-neighbor hopping terms and multi-orbital interactions that are absent in the Fermi-Hubbard model. We show that simulations of these more realistic models of high-temperature superconductors require only an order of magnitude or so more Toffoli gates than a simulation of the Fermi-Hubbard model. Furthermore, we find plenty classically difficult instances with Toffoli and qubit counts that are far lower than commonly considered quantum phase estimation circuits for electronic structure problems in quantum chemistry. We believe our results pave the way towards studying high-temperature superconductors on early fault-tolerant quantum computers.

探索低成本应用对于早期容错量子计算机的价值创造至关重要。在这里,我们优化了模拟费米-哈伯德模型的最新算法的门和量子位计数。我们进一步设计和编译算法来模拟铜和镍高温超导体的已建立模型,其中包括费米-哈伯德模型中不存在的超近邻跳跃项和多轨道相互作用。我们表明,与模拟费米-哈伯德模型相比,模拟这些更现实的高温超导体模型只需要一个数量级左右的托佛利门。此外,我们发现了大量具有Toffoli和量子位计数的经典困难实例,这些实例远低于量子化学中电子结构问题中通常考虑的量子相位估计电路。我们相信我们的结果为在早期容错量子计算机上研究高温超导体铺平了道路。
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引用次数: 0
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npj Quantum Information
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