arXivDaily arXiv每日学术速递 周一至周五更新
重置
全部学科分类 1676
2605.16039 2026-05-18 cond-mat.mtrl-sci physics.app-ph

A practical Laser-Heated Diamond Anvil Cell synthesis technique and recovery workflow for metastable MnSb2 and YbZn2 phases

一种实用的激光加热钻石压砧合成技术及恢复流程用于 metastable MnSb2 和 YbZn2 相

S. Huyan, R. F. S. Penacchio, D. Zhang, Z. Li, S. L. Morelhão, Raquel Ribeiro, P. C. Canfield, S. L. Bud'ko

AI总结 本文提出一种集成的LHDAC合成方法,实现了MnSb2和YbZn2高压相在中等压力下的合成,并通过同步辐射X射线衍射和实验室精修验证了目标相的形成。

Comments 22 pages, 8 figures and 27 references

详情
AI中文摘要

在极端压力-温度条件下创建和探索新材料已越来越依赖于激光加热钻石压砧(LHDAC)技术,该技术提供了直接访问多元素相图未探索区域的途径。尽管许多高压相已被原位识别,但这些材料的系统恢复和合成后物理性质表征仍存在重大挑战。本文提出了一种集成的LHDAC合成方法,并展示了一种实用的LHDAC合成流程,能够稳定和恢复亚稳金属间相,以供后续结构和传输研究。使用这种方法,我们成功在中等压力下通过LHDAC合成了高压MnSb2和YbZn2相。同步辐射X射线衍射和空间映射证实了目标相的主导形成,而实验室精修量化了相分数,尽管存在固有微应变和次要相。对恢复样品的高压传输测量揭示了两种系统中可调的由压力引起的电子不稳定性。在MnSb2中,压力通过5 GPa抑制了两个高温磁序异常,对于更高的压力诱导了新的低温特征,随着进一步的压力增加而增加。在六方高压YbZn2中,约11 GPa处出现电子重构,其特征为从30 K到300 K的半导体样行为以及近30 K的宽低温相干交叉。我们的结果证明LHDAC合成不仅是一种结构发现工具,也是一种研究在远离平衡热力学条件下的相关量子态的实验平台。

英文摘要

The creation and exploration of new materials under extreme pressure-temperature conditions has become increasingly reliant on laser-heated diamond anvil cell (LHDAC) techniques, which provide direct access to previously unexplored regions of multinary phase diagrams. Whereas numerous high-pressure phases have been identified in situ, systematic recovery and post-synthesis physical property characterization of these materials remain significant challenges. In this work, we present the development of an integrated LHDAC synthesis and demonstrate a practical LHDAC-based synthesis workflow that enables stabilization and recovery of metastable intermetallic phases for subsequent structural and transport studies. Using this approach, we successfully achieved LHDAC synthesis of high-pressure MnSb2 and YbZn2 phases under moderate pressures. Synchrotron X-ray diffraction and spatial mapping confirm dominant formation of the targeted phases, whereas laboratory-based refinement quantifies phase fractions despite intrinsic microstrain and minor secondary phases. High-pressure transport measurements on recovered samples reveal tunable by pressure electronic instabilities in both systems. In MnSb2, pressure suppresses two high-temperature magnetic ordering anomalies, observed in transport, by 5 GPa and for higher pressures induces a new low-temperature feature that increases with further pressure increase. In hexagonal high-pressure YbZn2, an electronic reconstruction emerges at ~11 GPa, characterized by semiconducting-like behavior from ~ 30 K to 300 K and a broad low-temperature coherence crossover near 30 K. Our results establish LHDAC synthesis not only as a structural discovery tool, but also as an experimental platform for investigating correlated quantum states stabilized far from equilibrium thermodynamic conditions.

2605.16038 2026-05-18 cond-mat.mtrl-sci

Interfacial Reconstructions and Engineering in III-V@II-VI Core-Shell Quantum Dots

III-V@II-VI核心-壳层量子点的界面重构与工程

Jordi Llusar, Abdessamad El Adel, Luca De Trizio, Liberato Manna, Zeger Hens, Ivan Infante

AI总结 研究通过密度泛函理论分析InAs/CdSe量子点界面重构,探讨局部配位和界面偶极子对电子结构的影响,揭示合金化中间层对能量对齐和带边态形成的作用,为设计无缺陷核心-壳层结构提供理论框架。

Comments 27 pages, 4 figures

详情
Journal ref
ACS Energy Letters 11 5 (2026) 3945-3952
AI中文摘要

在核心/壳层量子点中,不同化学性质半导体之间的界面显著决定了其光电子性质。在III-V/II-VI系统中,该边界涉及显著的化学和电子不连续性,即使在完全表面钝化的情况下也可能产生陷阱态。通过密度泛函理论对InAs/CdSe量子点的原子模型进行系统重构,评估了局部配位和界面偶极子对电子结构的影响。突变界面引起电荷不平衡和带隙坍塌,而引入混合核心和壳层原子的合金化中间层并引入空位可恢复能量对齐并产生局域化带边态,与实验结果一致。我们还引入了电荷流动分析,量化了量子点中电荷的再分布,为现实建模中间层形成和预测无缺陷核心@壳层结构的设计提供了框架。

英文摘要

In core/shell quantum dots (QDs), the interface between semiconductors of different chemical character largely determines their optoelectronic properties. In III-V/II-VI systems, this boundary involves pronounced chemical and electronic discontinuities that can generate trap states even under complete surface passivation. Using density functional theory on atomistic models of InAs/CdSe QDs, we systematically reconstruct atomic arrangements at the surface and interface to evaluate how local coordination and interfacial dipoles influence the electronic structure. Abrupt interfaces induce charge imbalance and band-gap collapse, whereas introducing an alloyed interlayer that mixes core and shell atoms and vacancies restores energetic alignment and yields delocalized band-edge states, consistent with experimental findings. We also introduce a charge-flow analysis that quantifies charge redistribution across the QD, providing a framework for realistic modeling of interlayer formation and predictive design of defect-free interfaces in core@shell architectures.

2605.16037 2026-05-18 eess.SP cs.SY eess.SY

Enhanced input stacking for non-square MIMO modal identification of aeronautical structures via Fast and Relaxed Vector Fitting

通过快速且放松的向量拟合提升非正方形MIMO模态识别的输入堆叠

Beatrice E. Bauret Martínez, Gabriele Dessena, Marco Civera, Oscar E. Bonilla-Manrique

AI总结 本文提出一种基于地面振动测试数据的MIMO框架,利用改进的输入堆叠策略对飞机结构模态参数进行识别,通过数值和实验验证展示了方法的高精度和抗噪能力。

详情
AI中文摘要

快速且放松的向量拟合(FRVF)是一种频率域系统识别方法,已被广泛应用于电气系统建模,但在机械系统中的应用相对较少。本文将FRVF重新公式化,用于基于地面振动测试(GVT)数据的航空结构模态参数识别,采用MIMO框架。所提出的方法分为三个阶段:(i)通过改进的输入堆叠策略对频率响应函数进行有理逼近;(ii)从得到的有理模型中识别系统极点;(iii)从提取的极点和相关残差中估计模态参数。该方法首先在MIMO梁模型上进行数值验证,特别强调在增加测量噪声下的准确性和鲁棒性。随后,利用BAE系统Hawk T1A飞机的GVT数据进行实验验证。所得结果表明,其性能与现有方法相当。总体而言,扩展的MIMO FRVF公式化方法表现出高精度和强抗噪能力,突显了其在GVT基模态分析中的适用性。

英文摘要

Fast and Relaxed Vector Fitting (FRVF) is a frequency-domain system identification approach that has been widely adopted in electrical system modelling, while its application to mechanical systems has remained relatively unexplored. In this work, FRVF is reformulated for the identification of structural modal parameters of an aircraft based on Ground Vibration Test (GVT) data within a Multi-Input Multi-Output (MIMO) framework. The proposed procedure consists of three stages: (i) rational approximation of frequency response functions via an enhanced input-stacking strategy, (ii) identification of system poles from the resulting rational model, and (iii) estimation of modal parameters from the extracted poles and associated residues. The methodology is first numerically validated on a MIMO beam model, with particular emphasis on accuracy and robustness under increasing measurement noise. Subsequently, experimental validation is conducted using GVT data from the BAE Systems Hawk T1A aircraft. The results obtained demonstrate a level of performance comparable to that achieved by existing methods. Overall, the extended MIMO formulation of FRVF exhibits high accuracy and strong robustness to measurement noise, highlighting its suitability for application in GVT-based modal analysis.

2605.16036 2026-05-18 hep-ph

The Monte Carlo Ecosystem in High-Energy Physics: A Primer

高能物理中的蒙特卡罗生态系统:入门指南

Melissa van Beekveld, Enrico Bothmann, Andy Buckley, Christian Gütschow, Peter Skands, Ramon Winterhalder

AI总结 本文概述高能物理中蒙特卡罗生态系统的结构和方法,解释其在碰撞实验中的作用及未来发展方向。

详情
AI中文摘要

蒙特卡罗事件生成器是碰撞物理中理论计算与实验测量之间的核心接口。数十年来,围绕它们发展出一个全面且高度模块化的工具生态系统,涵盖矩阵元素计算、夸克喷注、强子化模型及其与探测器模拟、事件级分析和统计推断的整合。尽管这些工具在现代研究中无处不在,但整个模拟链的概念范围和技术结构可能对新进入该领域的研究人员来说具有挑战性。本文提供了一个结构化且更新的高能物理蒙特卡罗生态系统概述,主要聚焦于事件生成器方法及其在更广泛碰撞工作流程中的作用。我们讨论了现代生成器的概念基础、大规模模拟的计算和组织挑战,以及使理论和实验之间互操作性和可重复性得以实现的原则。我们还考察了不断演变的计算景观和可持续性考虑,这些将塑造这些工具的未来发展。本文主要面向初级博士研究者,同时为更广泛的社区提供参考,旨在阐明蒙特卡罗事件生成在碰撞物理中的架构、方法和长期发展轨迹。

英文摘要

Monte Carlo event generators are the central interface between theoretical calculations and experimental measurements in collider physics. Over several decades, a comprehensive and highly modular ecosystem of tools has developed around them, encompassing matrix-element calculations, parton showers, hadronisation models, and their integration with detector simulation, event-level analysis and statistical inference. While these tools are ubiquitous in modern research, the conceptual scope and technical structure of the full simulation chain can be challenging to navigate, particularly for researchers entering the field. In this primer, we provide a structured and up-to-date overview of the high-energy physics Monte Carlo ecosystem, focusing primarily on event-generator methodologies and their role within the broader collider workflow. We discuss the conceptual foundations of modern generators, the computational and organisational challenges of large-scale simulations, and the principles that enable interoperability and reproducibility across theory and experiment. We also examine the evolving computing landscape and sustainability considerations that will shape the future development of these tools. Aimed primarily at early-stage doctoral researchers while serving as a reference for the broader community, this article seeks to clarify architecture, methodology, and long-term trajectory of Monte Carlo event generation in collider physics.

2605.16034 2026-05-18 hep-th hep-ph

Walking Sudakov: From Cusp to Octagon

行走的Sudakov:从尖点到八边形

Luis F. Alday, Elisabetta Armanini, Andrei V. Belitsky, Kelian Häring, Alexander Zhiboedov

AI总结 研究平面N=4 SYM在Coulomb分支上的Sudakov因子和四点散射振幅,揭示双对数行为的行走异常维数,连接尖点和八边形异常维数。

Comments 43 pages, 11 figures

详情
AI中文摘要

我们研究了平面N=4 SYM在Coulomb分支上的Sudakov因子和四点散射振幅作为Coulomb分支参数和动量不变量函数的行为。这种设置提供了对 gauge 理论中本征敏感量在本征和非本征区域之间插值的受控探测。我们识别出一个新型的缩放极限,其中可观测量表现出由行走异常维数主导的双对数行为。随着质量尺度的变化,这个行走异常维数在本征区域的尖点异常维数和非本征区域的八边形异常维数之间插值。基于显式的二阶结果和预期的全阶结构,我们为因子和四点散射振幅提出全阶形式。这些全阶表达式依赖于新的、目前未知的't Hooft耦合函数。

英文摘要

We study the Sudakov form factor and the four-point scattering amplitude on the Coulomb branch of planar $\mathcal{N}=4$ SYM as functions of the Coulomb-branch parameters and kinematic invariants. This setup provides a controlled probe of the interpolation between on- and off-shell regimes of infrared-sensitive quantities in gauge theories. We identify a novel scaling limit in which both observables exhibit double-logarithmic behavior governed by a walking anomalous dimension. As the mass scales are varied, this walking anomalous dimension interpolates between the cusp anomalous dimension of the on-shell regime and the octagon anomalous dimension of the off-shell regime. Based on the explicit two-loop result and the expected all-order structure, we propose an all-loop form for the walking anomalous dimension both for the form factor and for the four-point scattering amplitude. These all-loop expressions depend on new, presently unknown functions of the 't Hooft coupling.

2605.16033 2026-05-18 math.ST stat.TH

Tests for the mean of high-dimensional data

高维数据均值检验

Dietmar Ferger

AI总结 本文提出基于V_n统计量的高维数据均值检验方法,无需协方差矩阵求逆,通过嵌入Hilbert空间l2推导渐进行为,并证明Bootstrap近似在无稀疏性假设下具有渐近有效性。

Comments 16 pages

详情
AI中文摘要

本文考虑高维数据均值检验问题,当维度可能无限制增长时,提出基于V_n = n||Xn||^2的统计量,避免协方差矩阵求逆,适合高维设置。通过嵌入Hilbert空间l2推导固定和递增维度下的渐进行为,证明Bootstrap近似在无稀疏性假设或协方差矩阵结构条件下的渐近有效性。新的l2中心极限定理被证明是极其有用的工具。

英文摘要

We consider the problem of testing the mean of high-dimensional data when the dimension may grow without explicit rate restrictions relative to the sample size. The proposed procedure is based on the statistic V_n = n||Xn||^2, which avoids inversion of the covariance matrix and is therefore suitable for high-dimensional settings.We establish asymptotic distributional results for both fixed and increasing dimension by embedding the observations into the Hilbert space l2. Furthermore, we prove the asymptotic validity of a bootstrap approximation for the distribution of the test statistic. The resulting bootstrap test yields asymptotic level-a procedures without requiring sparsity assumptions or structural conditions on the covariance matrix. In all this, a new Central Limit Theorem in l2 is proving to be an extremely useful tool.

2605.16032 2026-05-18 math.GR

Greedy bases and relational complexity of diagonal type groups

贪心基与对角型群的关联复杂度

Hong Yi Huang, Colva M. Roney-Dougal

AI总结 本文研究了对角型群的贪心基大小及关联复杂度,证明了对角型群的关联复杂度至少为4,并证明其关联复杂度无界。

Comments 22 pages

详情
AI中文摘要

一个子群G of Sym(Ω)的基是Ω中的元素序列,其点稳定子为平凡群。最小基的大小记为b(G)。存在自然的贪心算法计算基,Cameron在1999年猜想存在绝对常数c,使得若G为原始群,则该算法返回的基大小不超过cb(G)。本文确定了对角型原始群通过贪心算法得到的基大小,并证明了该猜想对这些群成立。关联复杂度RC(G)衡量G在Ω^k上的轨道如何决定G在Ω上的作用。目前很少有精确的RC(G)值,特别是不清楚哪些原始群的RC(G)=3。本文证明若G为对角型原始群,则RC(G)≥4,该下界由无限多个这样的G达到,并且对角型群的关联复杂度无界。

英文摘要

A base for a subgroup $G$ of $\mathrm{Sym}(Ω)$ is a sequence of elements of $Ω$ with trivial pointwise stabiliser. The size of the smallest base for $G$ is denoted $b(G)$. There is a natural greedy algorithm to compute a base for $G$, and it was conjectured by Cameron in 1999 that there exists an absolute constant $c$ such that if $G$ is primitive then any base returned by this algorithm has size at most $cb(G)$. In this paper we determine the size of every base returned by the greedy algorithm when $G$ is a primitive group of diagonal type, and hence prove Cameron's conjecture for these groups. The relational complexity $\mathrm{RC}(G)$ of $G$ is a measure of the way in which the orbits of $G$ on $Ω^k$ for various $k$ determine the action of $G$ on $Ω$. Very few precise values of relational complexity are known, and in particular it is not known which primitive groups have relational complexity $3$. In this paper we prove that if $G$ is primitive of diagonal type then $\mathrm{RC}(G) \geqslant 4$, that this lower bound is attained by infinitely many such $G$, and that the relational complexity of the groups of diagonal type is unbounded.

2605.16031 2026-05-18 physics.app-ph

Physics-Aware Machine-Learning-Driven Inverse Design of Broadband Ultra-Open Acoustic Metamaterials

具有物理意识的机器学习驱动的广谱超开放声学超材料逆向设计

Zhiwei Yang, Mengyu Li, Xiaohang Xie, Ao Chen, Thomas G. Bifano, Xin Zhang

AI总结 本文提出一种结合物理知识的机器学习逆向设计框架,用于设计超开放声学消音器,通过分阶段预测架构和混合目标并行策略,实现高效优化并验证了多种原型,展示了广谱性能和高通风比。

详情
AI中文摘要

通风式声学消音器结合高通风和声衰减对于先进噪声控制至关重要。然而,平衡衰减、带宽、开放性和厚度仍是一个高维挑战。本文报告了一种面向物理的机器学习驱动的逆向设计框架,用于超开放声学消音器(UAS)。通过利用基于格林函数的参数化方法,我们将设计空间分解为频谱和径向参数,确保物理可解释性的同时减少复杂性。我们引入了两阶段前向预测架构,通过粗到细的策略捕获宽带包络和尖锐共振特征。结合基于种群的混合目标并行(PHP)逆向策略,我们的框架能够快速探索非凸景观,数秒内识别数百个优化候选者。关键在于该框架揭示了隐藏的线性设计规则,这些规则支配高性能单体设计,作为几何代理用于最佳阻抗匹配。我们实验验证了一组原型:UAS-2在高通风比下达到单体极限,而UAS-3展示了多模式相互作用的多样性。为克服单单元谐振器的性能权衡上限,引入了并行复合架构(UAS-4)以通过空间干涉分布提升性能。结果证实,通过超薄轮廓(0.1-0.2λ)和80%通风率实现了超过830 Hz的广谱带宽。本文建立了数据驱动发现功能超材料设计原理的范式。

英文摘要

Ventilated acoustic silencers combing sound attenuation with high ventilation are pivotal for advanced noise control. However, balancing attenuation, bandwidth, openness, and thickness remains a high-dimensional challenge. Here, we report a physics-aware machine-learning-driven inverse design framework for ultra-open acoustic silencers (UAS). By leveraging Green's function-based parameterization, we physically decouple the design space into spectral and radial parameters, ensuring physical interpretability while reducing complexity. We introduce a two-stage forward prediction architecture that captures broadband envelopes and sharp resonant features via a coarse-to-fine strategy. Coupled with a population-based, hybrid-objective parallel (PHP) inverse strategy, our framework enables rapid exploration of non-convex landscapes, identifying hundreds of optimized candidates within seconds. Crucially, this framework uncovers hidden linear design rules that govern high-performance monolithic designs, acting as geometric proxies for optimal impedance-matching. We experimentally validate a family of prototypes: UAS-2 demonstrates the monolithic limit with high ventilation ratio, while UAS-3 demonstrates versatility in multi-mode interactions. To circumvent the trade-off ceiling of single-unit resonators, a parallel-composite architecture (UAS-4) is introduced to enhance performance through spatial interference distribution. Results confirm a broadband bandwidth exceeding 830 Hz achieved with an ultra-thin profile (0.1-0.2λ) and 80% ventilation. This work establishes a data-driven paradigm for discovering design principles in functional metamaterials.

2605.16029 2026-05-18 quant-ph cond-mat.dis-nn cond-mat.quant-gas cond-mat.stat-mech cond-mat.str-el

Born-rule statistical dynamical quantum phase transitions under measurement

基于测量的Born规则统计动态量子相变

Guan-Hua Chen, Guo-Yi Zhu

AI总结 本文研究了动态量子相变在测量下的统计特性,通过一维量子各向异性链的量子淬火动力学,统计表征所有可能的测量后状态分布,建立统计DQPT框架,揭示了高阶矩平均下的相变恢复及临界时间的非局域能级分布。

Comments 5+5 pages, 4+8 figures

详情
AI中文摘要

动态量子相变(DQPTs)发生在量子态的回返概率出现非解析变化的时间点,可视为通过量子测量将演化态坍缩回初始态的概率。然而,初始波函数在晚期时间演化态中的振幅通常指数小。本文通过在量子淬火动力学后对一维量子各向异性链进行采样,对所有可能的测量后状态进行统计表征,这些状态根据Born规则分布。统计集合也可视为在特定基下经历最大去相位噪声的混合态。将分布映射到统计模型,并表征其有效

英文摘要

Dynamical quantum phase transitions (DQPTs) occur at times when a quantum state exhibits a nonanalytic change in its return probability. This can be viewed as the probability of collapsing the evolved state to the initial state by quantum measurement. However, the initial wave function usually has exponentially small amplitude in the late time evolved state. Here we perform statistical characterization for all the possible post-measurement states distributed according to the Born's rule, by sampling a one-dimensional quantum Ising chain after a quantum quench dynamics. The statistical ensemble can also be viewed as a mixed state when the time evolved state is subjected to maximally dephasing noise in a certain basis. We map the distribution to a statistical model and characterize its effective "energy" spectrum, and introduce the average dynamical free energy, establishing a framework for the statistical DQPTs. We show the recovering of DQPT under high-moment average and a delocalized level distribution following critical times. Through analytic continuation into the complex time plane, we demonstrate the vanishing of Yang-Lee-Fisher zeros and the emergent level crossing near critical times. Finally, we propose a measurement-based quantum computation protocol to simulate the unitary evolution via single-qubit measurements on a two-dimensional cluster state. Our results provide a way for experimentally investigating statistical DQPTs in quantum devices, shedding light on the structured circuit sampling with insights from DQPT and generalizing the understanding of mixed state due to decoherence beyond equilibrium.

2605.16028 2026-05-18 math.CO

Subgraphs versus Orientations: Infinite families of equidistributions

子图与定向:无限族的等分布

Oliver Bernardi, Jonathan J. Fang

AI总结 本文探讨了子图与定向之间在连接性约束下的等分布关系,证明了特定连接性条件下的子图与定向数量相等,并扩展到考虑循环反转等等价类的计数问题。

详情
AI中文摘要

一个经典的计数结果指出,给定一个图G和一个顶点u,G的连通子图数量等于使得每个顶点可通过有向路径到达u的G的定向数量。本文证明该结果是更广泛计数身份的一个实例,即子图与满足各种连接性约束的定向之间的计数身份。具体而言,给定两个顶点对集合A={(u_i,v_i),i∈[k]}和B={(u_i',v_i'),i∈[l]},我们考虑满足添加A和B中的边后,v_i无法到达u_i(对于所有i∈[k]),但v_i'可以到达u_i'(对于所有i∈[l])的定向α。我们证明此类定向的数量与满足相同连接性约束的子图数量相等。此外,本文还扩展了结果到考虑满足此类连接性约束的定向等价类的计数,即考虑循环反转、余循环反转或循环-余循环反转下的等价类。我们证明这些等价类与由连接性和无环约束定义的子图集合数量相等。

英文摘要

A classical enumerative result states that, given a graph $G$ and a vertex $u$, the number of connected subgraphs of $G$ is equal to the number of orientations of $G$ such that every vertex can reach $u$ by a directed path. We show that this result is an instance of a much broader set of enumerative identities between subgraphs and orientations corresponding to various connectivity constraints. Namely, given two sets of pairs of vertices $A=\{(u_i,v_i), i\in[k]\}$ and $B=\{(u_i',v_i'), i\in[l]\}$, we consider the orientations $α$ of $G$ such that adding the elements of $A$ and $B$ as additional directed edges to $α$ gives an orientation $α'$ in which $v_i$ cannot reach $u_i$ for all $i\in[k]$, but $v_i'$ can reach $u_i'$ for all $i\in[l]$. We show that this set of orientations is equinumerous to a set of subgraphs satisfying the ``same" connectivity constraints defined in terms of $A$ and $B$. We also extend our results to the enumeration of equivalence classes of orientations satisfying such connectivity constraints. Precisely, we consider the equivalence classes under cycle reversal, cocycle reversal, or cycle-cocycle reversal. We show that the equivalences classes are equinumerous to some sets of subgraphs defined by connectivity and acyclicity constraints.

2605.16027 2026-05-18 math.ST stat.TH

Nearest-Neighbour Matching on Unbounded Supports and Covariate Shift Transfer

无界支持上的最近邻匹配与协变量转移

Simon Viel

AI总结 本文研究了在无界支持上最近邻匹配的收敛性,提出无需假设协变量支持集的紧凑性,而是通过源与目标分布之间的转移性度量来保证估计效率。

详情
AI中文摘要

多变量函数在缺失标签下的期望在迁移学习和平均治疗效应等领域中经常出现。尽管基于最近邻匹配的非参数估计器在此背景下被广泛使用,但现有文献通常假设协变量生活在$\R^d$的某些良好形状的紧致子集内,且密度远离零。本文证明在最小的协变量支持集假设下也能实现通常的收敛速率。这些假设被替换为对源和目标分布的条件,其中包括衡量两个概率测度之间转移性的度量。我们证明这些条件是通用的,可以应用于支持在流形上的分布,并允许目标分布具有比源分布更重的尾部。我们还证明这种对转移性的控制对于任何估计器实现良好的收敛速率都是必需的。最后,将我们的结果应用于治疗效应的估计,我们能够放松赋值概率必须远离零和一的假设。

英文摘要

Expectations of multivariate functions with missing labels occur in various fields such as transfer learning and average treatment effects. Although non-parametric estimators based on nearest-neighbour matching are frequently used in this context, the existing literature assumes that the covariates live in some well-shaped compact subset of $\R^d$, with densities that are bounded away from zero. In this paper, we show that the usual rates of convergence can be achieved with minimal assumptions on the covariate supports. These assumptions are replaced with conditions on the source and target distributions, among which a measure of the tranferability between the two probability measures. We show that these conditions are general, can be applied to distributions supported on manifolds, and allow the target distribution to have a heavier tail than the source distribution. We also show that this control of the transferability is needed for any estimator to achieve good rates of convergence. Finally, applying our results to the estimation of treatment effects, we could relax the assumption that the assignment probabilities had to be bounded away from zero and one.

2605.16025 2026-05-18 quant-ph math.OA

Beyond trace-class and Hilbert-Schmidt -- Interaction between operator ideals and von Neumann algebras in quantum physics

超越迹类和希尔伯特-施密特——算子理想与冯·诺依曼代数在量子物理中的相互作用

Frank Oertel

AI总结 本文探讨了算子理想与冯·诺依曼代数在量子物理中的关系,重点分析了迹类算子在量子理论中的作用,并构建了相应的C*代数。

Comments This paper should be viewed as a strongly enhanced (and slightly corrected) version of the paper arXiv:2308.04627 which I withdrew from the arXiv server on my own initiative

详情
AI中文摘要

从复希尔伯特空间H的共轭$\overline{H}$的深入分析开始,包括其在两个复希尔伯特空间张量积表示中的重要性及其对弗雷歇-里斯定理的影响,本文重新审视了核算子和绝对p-求和算子在代数量子场论(AQFT)中的应用,特别是在Araki、Haag和Kastler的框架下(p=2)以及近期在一般概率空间框架中(p=1)的应用。我们概述了Pietsch意义下的Banach算子理想或等价于Grothendieck意义下的Banach空间张量积,甚至在量子物理和量子信息理论的基础和哲学中潜藏。特别地,我们集中于其在AQFT(定理5.27)中的重要性。在此过程中,我们重新审视了迹类算子在量子理论中的作用,并构建了对应于任意给定的范数算子理想的包络$\tup{C}^\adj$-代数(命题5.3和定理5.5)。应用包括纯线性代数对量子 teleportation 过程的描述,从而展示了与量子信息理论的联系,也由于Hadamard-Walsh变换和受控NOT门的出现(例4.18)。本文中讨论的所有希尔伯特空间可能是非分离的(因此无限维的)

英文摘要

Starting from a thorough analysis of the conjugate $\overline{H}$ of a complex Hilbert space $H$, including its significant importance regarding a representation of the tensor product of two complex Hilbert spaces and its impact to the theorem of Fréchet-Riesz over to a revisit of applications of nuclear and absolutely $p$-summing operators in algebraic quantum field theory (AQFT) in the sense of Araki, Haag and Kastler ($p=2$) and more recently in the framework of general probabilistic spaces ($p=1$), we will outline that Banach operator ideals in the sense of Pietsch, or equivalently tensor products of Banach spaces in the sense of Grothendieck are even lurking in the foundations and philosophy of quantum physics and quantum information theory. In particular, we concentrate on their importance in AQFT (Theorem 5.27). In doing so, we revisit the role of trace-class operators in quantum theory and construct the enveloping $\tup{C}^\adj$-algebra, corresponding to an arbitrarily given normed operator ideal (Proposition 5.3 and Theorem 5.5). Applications are presented, including a purely linear algebraic description of the quantum teleportation process, thereby showing a link to quantum information theory, also due to the emergence of the Hadamard-Walsh transform and the controlled NOT gate (Example 4.18). All Hilbert spaces discussed in this paper may be nonseparable (and hence infinite-dimensional).

2605.16021 2026-05-18 math.OC

A New Constraint Qualification for Mixed Constrained Optimal Control

混合约束最优控制问题的一种新约束条件

Rodrigo B. Moreira, Valeriano A. de Oliveira

AI总结 本文提出一种新约束条件,用于解决混合约束最优控制问题中的渐近最优性条件,证明了渐近弱极值原理在满足新约束条件时等价于经典弱极值原理,并给出了该约束条件的有效性充分条件。

详情
AI中文摘要

在最近的发展中,针对混合约束最优控制问题提出了一套新的必要最优性条件,称为渐近弱极值原理。这些新条件不同于经典条件,因其序列性质以及不依赖于混合约束的正则性条件。此外,由于其渐近行为,这些条件成为数值方法中停止准则的精确工具。然而,应注意的是,在某些情况下,这些条件可能不够稳健,无法完全表征最优解,因为非极值过程也可能满足这些条件。本文提出了一种新约束条件,精心设计以解决这些渐近最优性条件。证明了当新提出的约束条件被验证时,渐近弱极值原理等价于经典弱极值原理。此外,在光滑情况下,该约束条件是最弱的一种具有这种性质的约束条件。此外,本文还提出了新提出的约束条件有效性的充分条件。

英文摘要

In recent developments, a novel set of necessary optimality conditions for mixed constrained optimal control problems, termed the asymptotic weak maximum principle, has been formulated. These novel conditions deviate from the classical ones by virtue of their sequential nature and the fact that they are satisfied regardless of the regularity conditions imposed on the mixed constraints. Furthermore, due to their asymptotic behaviour, these conditions serve as a precise tool for use as stopping criteria in numerical methods of solution. However, it should be noted that, in certain instances, these conditions may not be sufficiently robust to fully characterize optimal solutions, as they can be satisfied by processes that are not extremals. The present study proposes a novel constraint qualification, meticulously developed to address these asymptotic optimality conditions. It is demonstrated that the asymptotic weak maximum principle implies the classical weak maximum principle when the newly proposed constraint qualification is verified. It is further demonstrated that, in the smooth setting, this constraint qualification is the weakest one that possesses such a property. Additionally, this study present sufficient criteria for the validity of the newly proposed constraint qualification.

2605.16019 2026-05-18 hep-ph hep-ex nucl-ex nucl-th

Inclusive charm and bottom quark pair production cross sections at hadron colliders at next-to-next-to-leading-order accuracy

重子charm和bottom夸克对产生截面在强子对撞机中的次次leading-order精度研究

David d'Enterria, Felix Hekhorn, Ilkka Helenius, Van Dung Le, Hannu Paukkunen

AI总结 本文研究了charm和bottom夸克对在不同碰撞中的截面,采用NNLO精度计算,比较了不同PDF集的结果,并探讨了高能和低能范围对理论和实验不确定性的约束。

Comments 46 pages, 15 figures, 16 tables

详情
AI中文摘要

本文研究了charm(c\overline{c})和bottom(b\overline{b})夸克-反夸克对在质子-质子、质子-反质子和质子-核碰撞中的总截面,在中心对撞能范围约10 GeV至400 TeV内。收集了所有现有数据,并与使用新的固定阶MaunaKea开源代码在不同部分子分布函数(PDF)集上计算的NNLO精度结果进行比较。与next-to-leading-order(NLO)预测相比,NNLO截面增强了高达两倍,相关理论标度不确定性减少了相同程度,从而在碰撞能量的整个范围内与实验数据一致。NNLO结果还与在SACOT-$m_{_\mathrm{T}}$通用质量变量风味数方案下获得的NLO预测进行比较。尽管仍然存在显著的理论和实验不确定性,多TeV能量下的c\overline{c}截面可以为全球PDF分析中极小-x处的胶子密度提供额外约束。在bottom领域,低能范围(\sqrt{s}≈10-100 GeV)的更精确截面测量可以帮助约束bottom夸克极质量。

英文摘要

The inclusive cross sections for charm ($\mathrm{c}\overline{\mathrm{c}}$) and bottom ($\mathrm{b}\overline{\mathrm{b}}$) quark-antiquark pair production in proton-proton, proton-antiproton, and proton-nucleus collisions are studied over a wide range of center-of-mass energies, $\sqrt{s}\approx 10$ GeV--400 TeV. All existing data over $\sqrt{s}\approx 10$ GeV--14 TeV are collected and compared to calculations at next-to-next-to-leading-order (NNLO) accuracy using the new fixed-order MaunaKea open-source code for varying sets of parton distribution functions (PDFs). Relative to next-to-leading-order (NLO) predictions, the NNLO cross sections are enhanced by up to a factor of two, with the associated theoretical scale uncertainties reduced by the same amount, leading to agreement with experimental data over the full range of collision energies. The NNLO results are also compared with NLO predictions obtained within the SACOT-$m_{_\mathrm{T}}$ general-mass variable-flavour-number scheme. Despite still sizable theoretical and experimental uncertainties, $\mathrm{c}\overline{\mathrm{c}}$ cross section at multi-TeV energies can provide extra constraints on the gluon density at very small-$x$ in global PDF analyses. In the bottom sector, more precise cross section measurements at low energies, $\sqrt{s}\approx 10$--100 GeV, can help constraint the bottom-quark pole mass.

2605.16018 2026-05-18 cond-mat.mtrl-sci cond-mat.stat-mech

Benchmarking empirical and machine-learned interatomic potentials using phase diagram predictions for Lead

基于铅的相图预测评估经验与机器学习的原子间势能函数

Tom Hellyar, Pascal T. Salzbrenner, Peter I. C. Cooke, Chris J. Pickard, Scott Habershon, Livia B. Pártay

AI总结 本文比较了三种不同原子间势能模型对铅相行为的预测,揭示了训练数据和模型灵活性对高压相行为描述的重要性,并展示了嵌套采样在材料相稳定性探索中的有效性。

Comments 13 pages, 10 figures

详情
AI中文摘要

我们比较了三种不同的原子间势能模型(包括嵌入原子法EAM、改进嵌入原子法MEAM以及基于神经网络的机器学习模型EDDP)预测铅的相行为。利用嵌套采样和复制交换嵌套采样模拟,我们计算了压力高达60GPa下的热力学和结构性质,映射了熔化行为和固相稳定性。EAM和MEAM模型预测面心立方(FCC)相在约60GPa时仍稳定,而EDDP模型在约15GPa时捕捉到实验观察到的FCC到六方密堆积(HCP)转变。这些结果突显了训练数据和模型灵活性在准确描述高压相行为中的重要性,并展示了嵌套采样作为探索材料相稳定性的稳健框架的有效性。特别是,嵌套采样与现代机器学习原子间势能相结合,能够以可接受的成本实现接近从头计算的精度,为真正预测性和全面性的探索开辟了大门。训练于多样、非平衡配置的EDDP显示出特别适合此任务的潜力,提供了一个稳健且可转移的框架,用于无偏的相发现。

英文摘要

We compare the predicted phase behaviour of lead (Pb) using three different interatomic potential models, including an embedded atom method (EAM), a modified embedded atom method (MEAM), and a neural network-based machine-learned model in the form of an ephemeral data-derived potential (EDDP). Using nested sampling and replica-exchange nested sampling simulations, we computed thermodynamic and structural properties at pressures up to 60 GPa, mapping both melting behaviour and solid-phase stability. Both the EAM and MEAM models predict the face-centred cubic (FCC) phase to remain stable up to approximately 60 GPa. In contrast, the EDDP model captures the experimentally-observed FCC-to-hexagonal close-packed (HCP) transition at around 15 GPa. These results highlight the importance of training data and model flexibility in accurately describing high-pressure phase behaviour, and demonstrate the effectiveness of nested sampling as a robust framework for exploring phase stability in materials. Particularly, the combination of nested sampling with modern machine-learned interatomic potentials - delivering near ab initio accuracy at tractable cost - opens the door to truly predictive and exhaustive exploration. EDDPs trained on diverse, out-of-equilibrium configurations appear particularly well suited to this task, offering a robust and transferable framework for unbiased phase discovery.

2605.16016 2026-05-18 quant-ph cond-mat.str-el

Beyond Commutativity: Redesigning Trotter Decomposition via Local Symmetry

超越交换性:通过局部对称性重新设计 Trotter 分解

Naoki Negishi, Bo Yang

AI总结 本文提出基于局部 SU(2) 对称性的新分解原则,通过将哈密顿量项分组为局部三粒子簇,有效抑制交换性分解中的误差和电路开销,提升量子模拟的精度和效率。

Comments 21 pages, 12 figures

详情
AI中文摘要

乘积公式,即 Trotter 分解,是数字量子模拟的核心工具,其性能取决于如何将哈密顿量分解为可处理的块。标准分解通常依赖于所选算符表示中哈密顿量项之间的直接交换性,这可能导致大残差误差和深度电路,尤其在复杂的实际多体量子系统中。本文通过引入一种超越交换性的新分解原则,根据底层 SU(2) 对称性将哈密顿量项分组为局部三粒子簇。我们证明三粒子生成器最多属于四个 SU(2) 对称类,每个类允许有效的两量子比特 SU(4) 表示,具有精确且高效的实现。通过减少簇的数量,该分解原则显著抑制了交换性分解中引起的误差和电路开销,同时保留了交换性分解可能违反的底层物理结构。我们展示了该方法在多个物理相关的自旋晶格模型中的应用,其中减少的簇结构甚至可以实现第二阶乘积公式,而无需加倍电路深度,这在传统分解中是必需的。对具有三角形自旋手性相互作用的 Kagome Heisenberg 模型的数值模拟显示,与传统分解相比,该方法将状态不忠实度和平均自旋手性偏差分别减少了超过三个数量级,同时使用了显著更少的门操作。这些结果确立了局部对称性作为乘积公式模拟的灵活且实用的设计原则,为更准确且硬件高效的更广泛多体系统的模拟开辟了新途径。

英文摘要

The product formula, commonly known as Trotter decomposition, is a central tool for digital quantum simulation, whose performance depends critically on how the Hamiltonian is partitioned into tractable blocks. Standard decompositions typically rely on direct commutativity among Hamiltonian terms in a chosen operator representation, which can lead to large residual errors and deep circuits for complex, practically relevant many-body quantum systems. We address this fundamental bottleneck by introducing a new decomposition principle that goes beyond commutativity, grouping Hamiltonian terms into local three-site clusters according to the underlying SU(2) symmetry of the local dynamics. We show that three-site generators fall into at most four SU(2)-symmetry classes, each admitting an effective two-qubit SU(4) representation with exact and efficient implementations. By reducing the number of clusters, this decomposition principle substantially suppresses commutator-induced errors and circuit overhead while preserving underlying physical structures that commutativity-based decompositions may violate. We demonstrate the proposed method on several physically relevant spin-lattice models, where the reduced cluster structure can even realise the second-order product formula without doubling the circuit depth, as would be required by conventional decompositions. Numerical simulations of a Kagome Heisenberg model with triangular spin-chirality interactions show that the proposed method reduces both state infidelity and average spin-chirality bias by more than three orders of magnitude compared with conventional decompositions, while using substantially fewer gates. These results establish local symmetry as a flexible and practical design principle for product-formula simulation, opening a route to more accurate and hardware-efficient simulations of broader classes of many-body systems.

2605.16014 2026-05-18 physics.plasm-ph nucl-th

Advances in laser-assisted nuclear decay and nuclear excitation

核衰变与核激发的激光辅助进展

Q. Xiao, J. H. Cheng, Y. Y. Xu, Y. T. Zou, Z. Z. Ren, A. Ya. Dzyublik, T. P. Yu

AI总结 本文综述了激光对放射性粒子发射和核激发的影响,探讨了激光诱导核激发实验的突破,特别是对²²⁹Th、⁸³Kr和⁴⁵Sc的激发,为核科学和应用提供基础。

详情
AI中文摘要

从元素合成与演化到恒星爆炸和中子星合并的宇宙核过程,核物理是理解宇宙的基础。经过一个多世纪的发展,核物理领域依然充满活力。激光技术的快速进步为核物理开辟了前所未有的途径,推动了激光诱导核激发、激光辅助核衰变和核同位素的精密操控等研究。本文全面回顾了过去十年中激光对放射性粒子发射和核激发的影响,涵盖了理论发展中的各种方法,如α衰变、质子放射性和双质子放射性的时依赖性薛定谔方程,以及费米黄金规则在核激发中的应用。实验研究方面,本文综合了激光诱导核激发实验的重要突破,特别是对²²⁹Th、⁸³Kr和⁴⁵Sc的激发。这些成就为未来核科学的基础研究和广泛应用提供了必要的基础。

英文摘要

From the synthesis and evolution of the elements to the celestial nuclear processes of stellar explosions and neutron star mergers, nuclear physics is the foundation of our understanding of the universe. After more than a century of progress, the field of nuclear physics remains vibrant. The rapid advancement of laser technology has opened unprecedented avenues in nuclear physics, driven by the interdisciplinary convergence of laser physics, nuclear structure, plasma science, and quantum dynamics. This emerging field enables studies on laser-induced nuclear excitation, laser assisted nuclear decay, and precision manipulation of nuclear isomers for optical clocks. This review comprehensively examines the research achievements over the past decade regarding the influence of lasers on radioactive charged particle emissions and nuclear excitation. Regarding theoretical developments, the review details various methods used to evaluate the interactions between lasers and nuclei, including the time-dependent Schrödinger equation for $α$ decay, proton radioactivity, and two-proton radioactivity and Fermi's golden rule for nuclear excitation as well as the application and advancement of various theoretical models and approximation methods. In experimental research, the review synthesizes significant breakthroughs in laser induced nuclear excitation experiments, particularly emphasizing the excitation of the $^{229}$Th, $^{83}$Kr, and $^{45}$Sc. These achievements provide essential groundwork for future breakthroughs in both fundamental nuclear science and its broader technological applications.

2605.16012 2026-05-18 cond-mat.str-el physics.chem-ph

Charge-sensitive vibrational modes in BEDT-TTF salts: Signatures of charge ordering and site charge

BEDT-TTF盐中的电荷敏感振动模式:电荷有序和位点电荷的特征

Savita Priya, Martin Dressel, Jesse Liebman, Natalia Drichko

AI总结 研究BEDT-TTF基有机导体中C=C伸缩振动模式,探讨其在电荷有序绝缘体和超导体中的应用,揭示振动频率与电荷分布的关系及局限性。

Comments 16 pages, 9 Figures, 7 Tables

详情
AI中文摘要

BEDT-TTF基有机导体 host 一系列基态,通过电子排斥从Mott绝缘体和电荷有序绝缘体调节到超导体。了解这些材料绝缘态中分子位点的电荷分布是理解这些基态起源的关键。我们调查并讨论了BEDT-TTF基分子导体中的C=C伸缩振动模式。这些分子振动在表征电荷有序绝缘体中至关重要,并最近与某些化合物中的超导性相关联。聚焦于已知的BEDT-TTF$^{+0.5}$盐例子,我们分析了C=C伸缩振动模式在确定电荷有序和绝对位点电荷中的可靠性。考虑到电荷有序态,ν_{27}(b_{1u})和ν_2(a_g)的频率分别出现141 cm$^{-1}$和98 cm$^{-1}$每基本电荷e的显著偏移,然而不同化合物的分布跨度超过20 cm$^{-1}$。对于名义上的BEDT-TTF$^{+0.5}$化合物,共振分布也扩展约20 cm$^{-1}$,导致Δρ~≈(±0.045)e的意外大不确定性,这可能是由于结构微小差异的影响。这突显了电荷-频率关系在检测分子晶格位点上微小电荷偏差方面的局限性,并强调了使用这些关系来估计电荷有序,而非绝对位点电荷的重要性。

英文摘要

BEDT-TTF-based organic conductors host a number of ground states, tuned by electron repulsion from Mott and charge ordered insulators to superconductors. Knowing charge distribution on the molecular sites in the insulating state of these materials is a key to understanding the origin of these ground states. We survey and discuss the C=C stretching modes in BEDT-TTF based molecular conductors. These molecular vibrations are extremely crucial in characterization of charge-ordered insulators, and are recently linked to superconductivity in some compounds. Focusing on the known examples of BEDT-TTF$^{+0.5}$ salts, we analyse the reliability of the C=C stretching modes for the determination of charge ordering and absolute site charge. Considering the charge-ordered states, a prominent shift in frequency of 141 cm$^{-1}$ per elementary charge $e$ for $ν_{27}(b_{1u})$ and 98 cm$^{-1}$$e$ for $ν_2$($a_g$) can be clearly realised, however, the distribution resulting from different compounds span over 20 cm$^{-1}$. For nominal BEDT-TTF$^{+0.5}$ compounds, the distribution of the resonance also extends around 20 cm$^{-1}$, yielding an unexpected large uncertainty of $Δρ~\approx~(~\pm~0.045)e$, which is presumably due to the influence of small differences in the structure. This highlights the limitations of charge-frequency relations to detect small deviations in absolute charge values on molecular lattice sites, and emphasises on the use of the relations to estimate charge-ordering, rather than absolute site charge.

2605.16010 2026-05-18 quant-ph

Demonstration of a Multiplexing Trapped Ion Quantum Processing Unit

多端口离子阱量子处理单元的演示

F. Anmasser, M. Abu Zahra, K. Schüppert, M. Pototschnig, J. Wahl, M. Dietl, M. Pfeifer, Y. Colombe, J. Repp, M. Brandl, P. Schindler, C. Rössler

AI总结 本文展示了一个结合表面离子阱和时间复用器的量子处理单元,通过采样保持技术实现多电极控制,有效解决大规模离子运输中的布线挑战,验证了高保真操作的可行性。

详情
AI中文摘要

一台容错量子计算机预计需要数千个量子比特。离子阱架构提供了一种模块化方法,将量子寄存器划分为多个子寄存器,通过物理移动相应离子进行连接。大规模运输离子带来了诸如需要连接数千条控制线到离子阱芯片等挑战。通过将少量输入信号复用到多个电极,可以解决这一布线问题。我们演示了一个量子处理单元,结合表面离子阱和时间复用器,通过采样保持技术,在初始充电电极到固定电压并断开连接期间进行量子比特操作。我们通过测量开放和闭合开关配置下的运动加热率低于每秒一个声子来表征该单元的性能。我们进一步表征采样保持过程,发现采样间隔低于50毫秒足以在保持阶段保持预期的门误差衰减电荷低于10^-4。我们的结果表明,复用方案与高保真操作兼容。

英文摘要

A fault-tolerant quantum computer is expected to require thousands of qubits. Trapped ion architectures provide a modular approach where the quantum register is divided into multiple subregisters connected by physically moving the corresponding ions. Transporting ions at scale comes with several challenges such as the need to connect thousands of control lines to an ion trap chip. Multiplexing the required control voltages from few input signals to multiple electrodes offers a solution to this wiring challenge. Here we demonstrate a quantum processing unit that combines a surface ion trap with a time multiplexer via a sample-and-hold technique that initially charges electrodes to fixed voltages and disconnects them during qubit operations. We characterize the unit's performance by measuring motional heating rates below one phonon per second in both open and closed switch configurations. We further characterize the sample and hold process and find that sampling intervals below 50 ms are sufficient to keep expected gate errors from decaying charges during the hold phase below $10^{-4}$. Our results indicate that the multiplexing scheme is compatible with high-fidelity operations.

2605.16006 2026-05-18 eess.SP

Reciprocal Beyond Diagonal Reconfigurable Intelligent Surface: Distributed Scattering Matrix Design and MIMO Beamforming via Fractional Programming and Manifold Optimization

超越对角可重构智能表面:通过分数规划和流形优化进行分布式散射矩阵设计和MIMO波束成形

Iván Alexander Morales Sandoval, Marko Fidanovski, Hyeon Seok Rou, Giuseppe Thadeu Freitas de Abreu, Emil Björnson

AI总结 本文提出了一种基于分数规划和流形优化的分布式MIMO波束成形方法,用于优化超越对角可重构智能表面辅助的多用户小区自由大规模MIMO系统,通过改进的散射矩阵设计和波束成形技术提升系统性能。

详情
AI中文摘要

我们考虑了超越对角可重构智能表面(BD-RIS)辅助的多用户(MU)小区自由(CF)-大规模多输入多输出(mMIMO)系统的优化问题,其中传播环境设计通过散射矩阵优化得以补充,同时开发了一种高效的基站(BS)波束成形(BF)方案,有效利用后者“工程化”信道。具体而言,我们描述了一种分数规划(FP)方法,该方法基于等效信道,结合一个由现有散射矩阵设计方法参数化的互易BD-RIS(RBD-RIS),从而得到相应的优化多输入多输出(MIMO)BF权重。所提出的方法将发射(TX)波束成形器分解为多个求和速率最大化(SRM)子波束成形器,每个子波束成形器满足独立的功率约束,从而可以最优处理分布式MIMO-BF场景。尽管所提出的SRM-MIMO-BF框架与特定的散射矩阵设计无关,但将BD-RIS辅助系统模型扩展到CF-mMIMO设置需要设计相应的波束成形矩阵。在此背景下,本文研究了波束成形在可重构智能表面(RIS)辅助系统中的影响。仿真结果表明,所提出的MIMO-BF权重设计方法,结合之前开发的互易BD-RIS(RBD-RIS)散射矩阵设计,优于现有BD-RIS辅助的最先进(SotA)方案,表明整体贡献大于各部分之和。

英文摘要

We consider the optimization of beyond diagonal reconfigurable intelligent surface (BD-RIS)-aided multi-user (MU) cell-free (CF)-massive multiple-input multiple-output (mMIMO) systems, where the propagation environment design achieved scattering matrix optimization is complemented by developing an efficient base station (BS) beamforming (BF) scheme that effectively exploits the latter ``engineered'' channel. In particular, we describe a fractional programming (FP) method, which based on the equivalent channel incorporating a reciprocal BD-RIS (RBD-RIS) parameterized by existing scattering matrix design methods, yielding the correspondingly optimized multiple-input multiple-output (MIMO) BF weights. The proposed approach decomposes the transmit (TX) beamformer into multiple sum-rate maximization (SRM) sub-beamformers, each satisfying an independent power-constraint, such that distributed MIMO-BF scenarios can be optimally handled. Although the proposed SRM-MIMO-BF framework is independent of the specific scattering matrix design, extending the BD-RIS-aided system model to the CF-mMIMO setting requires the design of a corresponding beamforming matrix. In this context, this work investigates the impact of beamforming in reconfigurable intelligent surface (RIS)-aided systems. Simulation results demonstrate that the proposed method for designing the MIMO-BF weights, when combined with the previously developed design of reciprocal BD-RIS (RBD-RIS) scattering matrices, outperforms existing BD-RIS-aided state-of-the-art (SotA) schemes employing existing MIMO-BF techniques, indicating that the whole contribution is more than the sum of the parts.

2605.16004 2026-05-18 math.FA math.CV

A proof of Esterle's conjecture on negative powers of Hilbert-space contractions

关于Hilbert空间收缩算子负幂的Esterle猜想的证明

Thomas Ransford

AI总结 本文证明了Esterle关于Hilbert空间收缩算子负幂的猜想,通过构造正序列验证了在特定条件下的算子为单位算子。

Comments 8 pages

详情
AI中文摘要

我们建立了以下结果,证实了Jean Esterle的猜想。对于每个单位圆上的Lebesgue测度为零的闭集E,存在一个正序列u_n→∞,使得如果T是Hilbert空间上的收缩算子,且σ(T)⊂E,且‖T^{-n}‖=O(u_n)当n→∞时,则T是单位算子。证明中使用了泛化已知事实的关键工具,即闭集E在实轴上Lebesgue测度为零时,对于有界全纯函数是可移除的。我们证明了此类集合在某些具有适度增长的非有界全纯函数附近仍保持可移除性,其中“适度”取决于E。

英文摘要

We establish the following result, confirming a conjecture of Jean Esterle. For each closed subset $E$ of the unit circle of Lebesgue measure zero, there exists a positive sequence $u_n\to\infty$ with the following property: if $T$ is a contraction on a Hilbert space such that $σ(T)\subset E$ and $\|T^{-n}\|=O(u_n)$ as $n\to\infty$, then $T$ is a unitary operator. A key tool used in the proof is a result generalizing the well-known fact that closed subsets $E$ of the real axis of Lebesgue measure zero are removable for bounded holomorphic functions. We show that such sets remain removable even for certain unbounded holomorphic functions of moderate growth near $E$, where the notion of `moderate' depends on $E$.

2605.16001 2026-05-18 cs.DS cs.CC cs.DM

On the parameterized complexity of Broadcast Independence and Broadcast Packing

关于广播独立性和广播打包的参数化复杂性

Joanne Dumont, Edouard Nemery, Anthony Perez, Florian Sikora

AI总结 研究广播独立性和广播打包问题的参数化复杂性,证明其在树宽和直径参数下的FPT算法,并展示其在树宽下的XP复杂性,同时指出广播独立性在路径宽参数下的W[1]-难性。

详情
AI中文摘要

在连接图上,广播是将每个顶点v分配整数f(v)的函数,其中0≤f(v)≤ecc(v),其中ecc(v)表示v的eccentricity。在经典广播支配问题中,每个顶点必须至少听到一个广播顶点。两个变种提出有趣的组合和算法问题:在独立广播中,没有广播顶点会听到另一个广播顶点,而在广播打包中,每个顶点最多听到一个广播顶点。相应的Broadcast Independence和Broadcast Packing问题要求在这些约束下广播值至少为k,其中值是广播值的总和。我们系统研究了这些问题的参数化复杂性。我们证明Broadcast Independence和Broadcast Packing在树宽加直径参数下是FPT的,具有基于nice树分解的动态规划算法。作为推论,这两个问题在k和树宽参数下是FPT的,在树宽下是XP的。后者结果表明已知的树算法(Bessy和Rautenbach, DAM 2022)确实可以扩展到有界树宽图。在负面方面,我们证明Broadcast Independence在路径宽参数下是W[1]-难的。注意,这一结果完成了Broadcast Independence在k和树宽参数下的情况,因为已知其在k参数下是W[1]-难的。我们进一步证明了这两个问题的加权版本,其中输入带有边的权重函数,是W[1]-难的,参数为G的顶点覆盖。最后,我们为Broadcast Independence提供了一个常数因子近似算法,参数为树宽。

英文摘要

A broadcast on a connected graph is a function f that assigns each vertex v an integer f(v) with 0 <= f(v) <= ecc(v) where ecc(v) denotes the eccentricity of v. A vertex u hears a broadcasting vertex v (with f(v)>0) if u is at distance at most f(v) from v. Beyond the classical broadcast domination problem, where every vertex is required to hear at least one vertex, two variants raise intriguing combinatorial and algorithmic questions. In an independent broadcast, no broadcasting vertex hears another broadcasting vertex, while a broadcast packing requires that every vertex hears at most one broadcasting vertex. The corresponding problems Broadcast Independence and Broadcast Packing ask for broadcasts of values at least k under these constraints, where the value is the sum of the broadcast values. We initiate a systematic study of the parameterized complexity of such problems. We prove that Broadcast Independence and Broadcast Packing are FPT parameterized by the treewidth plus the diameter of G, with a family of dynamic-programming algorithms over nice tree decompositions. We obtain as a corollary that both problems are FPT parameterized by k and the treewidth of G and XP for treewidth only. The latter result shows that the known algorithm for trees (Bessy and Rautenbach, DAM 2022) can indeed be extended to bounded treewidth graphs. On the negative side, we show that Broadcast Independence is W[1]-hard parameterized by the pathwidth of G. Note that this result completes the picture for parameter k and treewidth for Broadcast Independence since it is known to be W[1]-hard for k only. We complement these results by showing that a weighted version of both problems, where the input comes with a weight function on the edges, is W[1]-hard parameterized by the vertex cover of G. Finally, we provide a constant-factor approximation algorithm parameterized by treewidth for Broadcast Independence.

2605.15998 2026-05-18 physics.optics

Massively Degenerate Coherent Perfect Absorption in Gradient-Index Fibers

在梯度指数光纤中实现大规模退化相干完美吸收

Helmut Hörner, Şahin K. Özdemir, Stefan Rotter

AI总结 本文提出基于梯度指数光纤的多模相干完美吸收器,利用自成像特性实现高效多模吸收,适用于光能收集、光学控制和成像等应用。

详情
AI中文摘要

相干完美吸收器(CPAs)因其增强光-物质相互作用的能力而受到关注。通过干涉,CPAs使即使弱吸收材料在适当激发条件下也能实现完全吸收。然而,将此概念扩展到同时吸收任意多模输入状态仍具挑战性,因为传统实现通常仅适用于单个或极少数输入通道。本文提出了一种基于梯度指数(GRIN)光纤的紧凑多模相干完美吸收器。利用光纤的自成像特性,将以往笨重的自由空间架构替换为支持近退化相位重调的单片波导平台。我们证明,标准GRIN轮廓优化以最小化模间色散,能够高效吸收复杂多模场,其视场反射率在现实参数下低于1%。此方法为光纤和集成光子系统中的高效多模吸收提供了实用且可扩展的途径,具有在光能收集、光学控制和成像中的潜在应用。

英文摘要

Coherent perfect absorbers (CPAs) have recently attracted considerable attention due to their ability to enhance light--matter interaction. By exploiting interference, CPAs enable even weakly absorbing materials to achieve complete absorption under appropriate excitation conditions. Generalizing this concept to the simultaneous absorption of arbitrary multimode input states remains challenging, however, since conventional implementations typically operate only for a single or a very small number of input channels. Here, we propose a compact realization of a multimode coherent perfect absorber based on a gradient-index (GRIN) fiber. Using the self-imaging property of the fiber, the bulky free-space architecture of previous approaches is replaced by a monolithic waveguiding platform that supports near-degenerate rephasing of many spatial modes. We show that standard GRIN profiles optimized for minimal intermodal dispersion enable highly efficient absorption of complex multimode fields, with field-of-view reflectivities well below \(1\%\) for realistic parameters. This approach provides a practical and scalable route toward efficient multimode absorption in fiber-based and integrated photonic systems, with potential applications in light harvesting, optical control, and imaging.

2605.15993 2026-05-18 math.OC

Singular control with state-dependent costs for Lévy processes

具有状态依赖成本的莱维过程奇异控制

Mordecki Ernesto, Muler Nora, Oliú Facundo

AI总结 本文研究了由一般莱维过程驱动的折扣奇异随机控制问题,通过建立HJB型验证定理,探讨了反射屏障策略的最优条件,并将该控制问题与关联的最优停止问题联系起来,从而得到显式或半显式解。

详情
AI中文摘要

我们研究了一个由一般莱维过程驱动的折扣奇异随机控制问题,其中目标是最小化由运行成本和依赖于过程当前状态的控制成本组成的成本函数。我们首先建立了一个Hamilton-Jacobi-Bellman(HJB)型验证定理,提供了一种反射屏障策略最优的充分条件,并表征了价值函数。我们的主要贡献是将该控制问题与一个关联的最优停止问题联系起来:我们证明了最优反射阈值与辅助问题的最优停止边界相同。这种联系允许我们通过概率工具来表征最优策略,并在几种相关情况下得到显式或半显式解。我们通过几个例子来说明结果,包括污染削减的应用。

英文摘要

We study a discounted singular stochastic control problem driven by a general Lévy process, where the objective is to minimize a cost functional composed of a running cost and a control cost that depends on the current state of the process. We first establish a Hamilton Jacobi Bellman (HJB)-type verification theorem providing sufficient conditions under which a reflecting barrier strategy is optimal and characterizing the value function. Our main contribution is to connect this control problem with an associated optimal stopping problem: we prove that the optimal reflection threshold coincides with the optimal stopping boundary of the auxiliary problem. This connection allows us to characterize the optimal strategy through probabilistic tools and leads to explicit or semi-explicit solutions in several relevant cases. We illustrate the results with several examples, including an application to pollution abatement.

2605.15992 2026-05-18 math.AC

A Linear Bound on the Projective Dimension of Height 3 Quadratic Ideals

关于高度为3的二次理想射影维数的线性界

Zachary Greif, Paolo Mantero, Jason McCullough

AI总结 本文给出高度为3的二次理想射影维数的线性上界,改进了Stillman问题的界。

Comments 11 pages

详情
AI中文摘要

2016年,Ananyan和Hochster给出了Stillman问题的首次证明,该问题要求以生成元的数量和次数为唯一依据,给出梯度多项式理想射影维数的界。此类明确公式有限且常不最优。本文给出高度为3的理想由任意数量的二次齐次多项式生成的射影维数的近似最优线性上界。

英文摘要

In 2016, Ananyan and Hochster gave the first proof of a positive answer to Stillman's Question, which asked for a bound on the projective dimension of a graded polynomial ideal purely in terms of the number and degrees of its generators. Explicit formulas for such a bound are limited and often not optimal. In this paper, we give a nearly optimal linear upper bound on the projective dimension of height $3$ ideals generated by any number of degree $2$ homogenous polynomials.

2605.15989 2026-05-18 quant-ph

Driven two-level systems as a minimal resource for remote entanglement stabilization

驱动的双能级系统作为远程纠缠稳定化的最小资源

Philippe Gigon, Adrian Parra-Rodriguez, Joan Agustí, Peter Rabl

AI总结 研究通过驱动双量子比特实现远程纠缠稳定化,分析了单个双能级系统作为最小资源的可行性,提出有效双模压缩模型解释不同条件下可实现的纠缠量。

Comments 19 pages, 11 figures

详情
AI中文摘要

我们分析了通过驱动两个远处量子比特来自主稳定远程纠缠,将量子比特视为理想化的纠缠探测器,开发了一个通用框架来量化给定光子源下可通过这种方式远程稳定的最大纠缠量。然后应用该方法评估单个驱动双能级系统作为自主纠缠分发方案的最小资源的适用性。虽然我们的分析确认了裸双能级系统Mollow边带中存在可分发的纠缠,但证明要稳定接近最大纠缠态需要额外的滤波谐振腔来增强相关发射事件。我们确定了优化的驱动和谐振腔参数,并解释了不同情况下可实现的纠缠量,用有效双模压缩模型来表达。这些见解对基于光子或固态系统中声子的量子网络特别相关,其中孤立自旋、杂质中心或其他双能级缺陷易于获得,而其他相关光子源难以实现。

英文摘要

We analyze the autonomous stabilization of remote entanglement by driving two distant qubits with the output of a correlated photon source. By treating the qubits as idealized entanglement detectors, we develop a general framework to quantify the maximum amount of entanglement that can be remotely stabilized in this way with a given photon source. We then apply this approach to evaluate the suitability of a single driven two-level system as a minimal resource for autonomous entanglement distribution schemes. While our analysis confirms the presence of distributable entanglement in the Mollow sidebands of a bare two-level system, we show that stabilizing close to maximally entangled states requires additional filter cavities that enhance the relevant correlated emission events compared to other processes. We identify optimized driving and cavity parameters and explain the achievable amount of entanglement in different regimes in terms of an effective two-mode squeezing model. These insights are particularly relevant for quantum networks based on photons or phonons in solid-state systems, where isolated spins, impurity centers, or other two-level defects are readily available, while alternative sources of correlated photons are difficult to realize.

2605.15988 2026-05-18 quant-ph

Microwave-to-Optical Quantum Transduction via Defect-Mediated Scattering in Diamond

通过钻石中的缺陷介导散射实现微波到光学量子转换

Kyosuke Goto, Hodaka Kurokawa, Hideo Kosaka, Kazuki Koshino

AI总结 本文提出一种基于钻石光学机械谐振腔中单色心双共振散射的微波到光学量子转换器,实现了低功耗高效量子转换,展示了远距离纠缠生成的可行性。

详情
AI中文摘要

扩大超导量子处理器仍是对实现容错量子计算的核心挑战。尽管基于光学光子的分布式架构提供了可扩展性的有希望的途径,但需要一种在低温下高效运作的微波到光学量子转换器。现有的方法通常依赖于强光学泵浦,这会诱导不必要的加热并降解单光子相干性。在这里,我们提出了一种基于单色心双共振散射的微波到光学量子转换器,该转换器嵌入在钻石光学机械谐振腔中。我们表明,色心与光学腔之间的强耦合可以在极低的泵浦功率(约10 pW)下实现相干转换。所提出的设备能够在约1 kHz的范围内实现远程纠缠生成,保真度超过0.9,展示了基于单个固态缺陷的超低功耗、高效率量子转换器的可行路径,为未来的分布式超导量子网络提供了可能。

英文摘要

Scaling up superconducting quantum processors remains a central challenge for realizing fault-tolerant quantum computation. Although distributed architectures based on optical photons offer a promising route to scalability, they require an efficient microwave-to-optical quantum transducer that operates at cryogenic temperatures. Existing approaches typically rely on strong optical pumping, which induces undesirable heating and degrades single-photon coherence. Here, we propose a microwave-to-optical quantum transducer based on double-resonant scattering from a single color center embedded in a diamond optomechanical resonator. We show that strong coupling between the color center and the optical cavity enables coherent conversion at extremely low pump powers on the order of 10 pW. The proposed device enables remote entanglement generation on the order of 1 kHz with a fidelity exceeding 0.9, demonstrating a viable pathway toward ultra-low-power, high-efficiency quantum transducers based on individual solid-state defects for future distributed superconducting quantum networks.

2605.15987 2026-05-18 math.MG math.CA math.DG

Area of Hölder curves and coarea formula on the Heisenberg group

Hölder曲线面积与Heisenberg群上的共面积公式

Gioacchino Antonelli, Robert Young

AI总结 本文证明了从Heisenberg群到R^{2n}的Lipschitz映射的共面积公式,解决了子Riemannian几何中的开放问题,引入了Hölder曲线的积分定义,并给出了新的结果。

Comments 69 pages, 1 figure

详情
AI中文摘要

我们证明了从子Riemannian n维Heisenberg群H_n到R^{2n}的Lipschitz映射的共面积公式。我们的结果即使在n=1时也是新的,并提供了子Riemannian几何中共面积公式的最简单的向量值实例。这回答了Magnani、Kozhevnikov、Magnani--Stepanov--Trevisan以及Julia--Nicolussi Golo--Vittone等人留下的问题。证明的主要困难在于,C^1_H映射f:H_n→R^{2n}的纤维通常是不可测的曲线。其测度取决于其到R^{2n}的投影的辛面积。对这个面积的界会推导出共面积公式,但Kozhevnikov的例子显示这个面积可以是无限或未定义。为克服这一困难,我们引入了一个积分,用于定义R^{2n}中1/2-Hölder曲线的辛面积以及H_n中垂直曲线的投影的辛面积。然后,我们给出了这个积分收敛的几何条件。这还导致了关于1/2-Hölder平面曲线有号面积存在性的新结果,可能有独立兴趣。最后,我们使用Fässler--Orponen Dorronsoro定理中的β-数估计,证明这个几何条件对几乎所有纤维成立。

英文摘要

We prove the coarea formula for Lipschitz maps from the subriemannian $n$th Heisenberg group $\mathbb H_n$ to $\mathbb R^{2n}$. Our result is new even when $n=1$ and provides the simplest vector-valued instance of the coarea formula in subriemannian geometry. This answers a question left open in the works of Magnani, Kozhevnikov, Magnani--Stepanov--Trevisan, and Julia--Nicolussi Golo--Vittone. The main difficulty of the proof is that a fiber of a $C^1_{\mathrm{H}}$ map $f: \mathbb H_n\to \mathbb R^{2n}$ is typically an unrectifiable curve. Its measure depends on the symplectic area of its projection to $\mathbb R^{2n}$. A bound on this area would imply the coarea formula, but examples of Kozhevnikov show that this area can be infinite or undefined. To overcome this, we introduce an integral that we use to define both the symplectic area of $\frac{1}{2}$--Hölder curves in $\mathbb R^{2n}$ and the symplectic area of projections of vertical curves in $\mathbb H_n$. Then, we give a geometric condition for this integral to converge. This yields, in addition, new results on the existence of the signed area of $\tfrac12$--Hölder planar curves that may be of independent interest. Finally, we use $β$--number estimates from the Fässler--Orponen Dorronsoro Theorem to show that this geometric condition holds for almost every fiber.

2605.15986 2026-05-18 astro-ph.HE

Temporal evolution of the periodic GeV signal from 4FGL J1913.2+0512 and analysis of the SS 433 / W50 lobes

SS 433周期性GeV信号的时变演进及其SS 433/W50穹顶分析

Ömer Faruk Çoban, Diego F. Torres, Jian Li, Daniela Hadasch, Agnibha De Sarkar, Matthew Kerr

AI总结 研究SS 433周期性GeV信号的时变特征,通过Fermi数据揭示其与穹顶相互作用的机制,发现信号周期性变化与喷流进动相关。

Comments Submitted to MNRAS on 27 April 2026

详情
AI中文摘要

SS 433是一个喷流预cession周期约为162天的微类星体,其喷流与星际介质的相互作用为实验室研究提供了条件。本文利用Fermi大型面积望远镜16年的数据(2008年8月-2024年9月),分析SS 433/W50区域的GeV源4FGL J1913.2+0512,发现其功率谱指数为2.61±0.08,并在西穹顶确认GeV过剩(TS=17)。东穹顶信号较弱。此外,发现一个位于SS 433/W50系统外的GeV过剩源Fermi J1909.6+0552(TS=20;TS=28在0.1-300 GeV范围内)。通过暴露校正的Lomb-Scargle周期图和进动相折叠光曲线,发现4FGL J1913.2+0512的~162天调制。该周期性在任务前10年(2008-2018)显著,但之后消失,相折叠流量集中在进动相0.0-0.5。在完整16年数据集中,调制仍可检测,但显著性降低,与后期非调制时期稀释一致。这些结果表明,SS 433环境中的伽马射线产生效率和/或几何结构在多年时间尺度上发生变化。

英文摘要

SS 433 is a microquasar whose relativistic jets precess every ~162 days, providing a laboratory for jet-interstellar medium interactions. We present a comprehensive analysis of 16 years of Fermi Large Area Telescope data (August 2008-September 2024) of the SS 433/W50 field, using events in the 0.3-300 GeV range and employing pulsar gating to mitigate contamination from the bright nearby pulsar PSR J1907+0602. We detect the GeV source 4FGL J1913.2+0512 (TS = 45, where TS denotes the likelihood-ratio Test Statistic) with a power-law spectrum (photon index 2.61 +- 0.08) and confirm a GeV excess at the western lobe (TS = 17). The eastern lobe of SS 433 is hinted at with lower significance. One additional GeV excess, Fermi J1909.6+0552 (TS = 20; TS = 28 over 0.1-300 GeV), located outside the SS 433 / W50 system, is revealed after gating. Exposure-corrected Lomb-Scargle periodograms and precessional phase-folded light curves show a ~162-day modulation in 4FGL J1913.2+0512. This periodicity is prominent during the first 10 years of the mission (2008-2018) but disappears thereafter, with the phase-folded flux concentrated in precessional phases 0.0-0.5. Over the full 16-year dataset, the modulation remains detectable but with reduced significance, consistent with dilution by the later non-modulated epoch. These results indicate that the efficiency and/or geometry of gamma-ray production in the SS 433 environment evolves on multi-year timescales.

2605.15985 2026-05-18 quant-ph cond-mat.stat-mech cs.NE physics.bio-ph

Thermodynamic Networks: Harnessing Non-Equilibrium Steady States for Computation

热力学网络:利用非平衡稳态进行计算

Patryk Lipka-Bartosik, Gianmichele Blasi, Javier Lalueza Puértolas, Géraldine Haack, Martí Perarnau-Llobet, Nicolas Brunner

AI总结 本文提出热力学网络框架,利用非平衡稳态进行自主物理计算,通过负微分电导实现通用函数逼近,展示了量子点网络和酶反应网络在标准基准测试中的高性能。

Comments 11 + 13 pages. Comments welcome!

详情
AI中文摘要

我们引入了热力学网络,这是一种利用非平衡稳态进行自主、基于物理的计算的一般框架。这些网络被建模为一组有限大小的热源,它们交换守恒量——如电荷或分子数——并在弛豫到非平衡稳态的过程中编码计算问题的解。我们识别出负微分电导(NDC)作为决定热力学网络计算表达性的关键物理特性。虽然缺乏NDC的网络仅能计算单调函数,但NDC的存在使通用函数逼近成为可能。在网络训练中,我们使用利用系统自然趋于平衡倾向的协议。我们通过两种不同的平台展示了本方法的通用性:量子点网络和酶反应网络。这两种系统可以被工程化以具有NDC,从而在标准基准测试中实现高性能,包括正弦函数逼近和MNIST数字分类。总体而言,我们的工作建立了非平衡稳态与计算表达性之间的严格联系。

英文摘要

We introduce thermodynamic networks, a general framework for autonomous, physics-based computation using non-equilibrium steady states. These networks are modeled as a collection of finite-size reservoirs that exchange conserved quantities--such as electric charge or molecular number--while relaxing to a non-equilibrium steady state, which encodes the solution of a computational problem. We identify Negative Differential Conductance (NDC) as the critical physical property governing the computational expressivity of the thermodynamic network. While networks lacking NDC are restricted to computing monotonic functions, the presence of NDC enables universal function approximation. For the training of the network, we use protocols that take advantage of the natural tendency of the system to equilibrate. We illustrate the versatility of our approach via two different platforms: quantum dot networks and enzymatic reaction networks. Both systems can be engineered to have NDC, enabling high performance in standard benchmarks, including sine function approximation and MNIST digit classification. Overall, our work establishes a rigorous link between non-equilibrium steady states and computational expressivity.