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2605.30692 2026-06-01 cs.NI

Not All Roads Lead to Rome: How VPN Selection Alters What We Measure and Infer about Web Infrastructure

并非条条大路通罗马:VPN 选择如何改变我们对 Web 基础设施的测量与推断

Sachin Kumar Singh, Robert Ricci, Alexander Gamero-Garrido

AI总结 本文通过跨14个国家和4个主要VPN提供商的浏览器测量,发现不同VPN提供商会显著改变对Web基础设施的测量结果,并提出了改进VPN测量报告的建议。

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AI中文摘要

Web测量研究将商业VPN视为一个国家内可互换的观测点,假设特定国家内的任何VPN都与其他VPN一样好。我们证明这一假设不成立:通过不同VPN提供商测量同一国家,会得出关于端点位置、托管方以及提供服务的物理副本的实质性不同结论。我们使用跨14个国家和4个主要VPN提供商的大规模浏览器测量,辅以有针对性的DNS和副本选择探测,从VPN到端点路径的三个层面(观测点身份、名称解析和副本选择)检查这种变异性的来源。我们发现变异性主要由客户端以下的层面驱动:商业VPN提供商运营自己的国内DNS基础设施,通常无论客户端配置如何都会拦截查询;CDN根据出口网络进行导向,将相同的查询发送到不同的副本;对等路径将相同的DNS答案路由到不同的物理设施。我们将这些发现提炼为一套基于VPN的Web测量的报告实践。

英文摘要

Web-measurement studies treat commercial VPNs as interchangeable vantage points within a country, assuming that any VPN in a particular country is as good as any other. We show that this assumption does not hold: the same country measured through different VPN providers yields materially different conclusions about where endpoints sit, who hosts them, and which physical replicas serve them. Using large-scale browser-based measurements across fourteen countries and four major VPN providers, complemented by targeted DNS and replica-selection probes, we examine sources of this variability across three layers of the VPN-to-endpoint path: vantage identity, name resolution, and replica selection. We find that the variability is driven primarily by layers below the client: commercial VPN providers operate their own in-country DNS infrastructure, often intercepting queries regardless of client configuration; CDNs steer on the exit network, sending identical queries to different replicas; and peering paths route identical DNS answers to different physical facilities. We distill these findings into a set of reporting practices for VPN-based Web measurement.

2605.30691 2026-06-01 eess.SY cs.SY math.OC

Bounds on Prediction Error When Using an Impulse Response/Equilibrium Model Structure

使用脉冲响应/平衡模型结构时的预测误差界

Tyrone L. Vincent, Michael B. Wakin

AI总结 本文针对脉冲响应/平衡模型结构,给出了可观测性条件以及预测误差的界,并可直接通过系统脉冲响应评估。

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AI中文摘要

脉冲响应/平衡模型(IREM)结构将线性卷积模型与非线性函数相结合,该非线性函数通过具有积分器动态的平衡变量设定当前工作点。该模型结构适用于轻度非线性系统,尤其已应用于电池快速充电控制。本文提供了IREM模型结构的可观测性条件以及预测误差的界。这些条件可直接在系统脉冲响应上评估。

英文摘要

An impulse response/equilibrium model (IREM) structure combines a linear convolution model with a nonlinear function that sets the current operating point via an equilibrium variable with integrator dynamics. This model structure is well suited for mildly nonlinear systems and in particular has been applied to battery fast charging control. This paper provides observability conditions for the IREM model structure and bounds on the prediction error. These conditions can be evaluated directly on the system impulse response.

2605.30688 2026-06-01 quant-ph

Multiparameter quantum estimation and entanglement in top--antitop quark production

顶-反顶夸克产生中的多参数量子估计与纠缠

Omar Bachain, Elhabib Jaloum, Mohamed Amazioug, Rachid Ahl Laamara

AI总结 通过胶子聚变通道研究顶-反顶夸克对产生中量子关联与多参数量子估计的相互作用,利用自旋密度矩阵构建有效两量子比特态,推导量子Fisher信息矩阵分析同时估计相对论速度参数和产生角的量子精度界限,揭示纠缠结构与多参数估计灵敏度的强关联。

Comments 9 pages, 5 figures

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AI中文摘要

我们通过胶子聚变通道研究了顶-反顶夸克对产生中量子关联与多参数量子估计之间的相互作用。利用自旋密度矩阵形式,我们构建了一个由散射过程相对论参数控制的有效两量子比特量子态。在量子计量学框架内,我们推导了用于同时估计相对论速度参数和产生角的量子Fisher信息矩阵,并分析了相应的量子精度界限。我们的结果揭示了高度非平凡的估计区域,这些区域受到相对论自旋关联和散射几何的强烈控制。我们进一步通过并发度表征了产生的态,并证明了纠缠结构与多参数估计灵敏度之间存在强关联。最后,我们讨论了在大强子对撞机上通过自旋关联可观测量和重建的顶-反顶密度矩阵探测这些效应的实验可行性。我们的结果将顶-反顶产生确定为高能物理中探索量子信息理论和多参数量子计量学的独特相对论平台。

英文摘要

We investigate the interplay between quantum correlations and multiparameter quantum estimation in top--antitop quark pair production through the gluon-fusion channel. Using the spin density matrix formalism, we construct an effective two-qubit quantum state governed by the relativistic parameters associated with the scattering process. Within the framework of quantum metrology, we derive the quantum Fisher information matrix for the simultaneous estimation of the relativistic velocity parameter and the production angle, and we analyze the corresponding quantum precision bounds. Our results reveal highly nontrivial estimation regimes strongly controlled by relativistic spin correlations and scattering geometry. We further characterize the produced state through the concurrence and demonstrate the existence of strong connections between entanglement structures and multiparameter estimation sensitivity. Finally, we discuss the experimental feasibility of probing these effects at the Large Hadron Collider through spin-correlation observables and reconstructed top--antitop density matrices. Our results identify top--antitop production as a unique relativistic platform for exploring quantum information theory and multiparameter quantum metrology in high-energy physics.

2605.30687 2026-06-01 stat.CO

Fast approximate Bayesian multidimensional scaling with consistency guarantees

具有一致性保证的快速近似贝叶斯多维缩放

Ami Sheth, Aaron Smith, Andrew J. Holbrook

AI总结 提出Barnes-Hut BMDS算法,通过树形似然近似和吉布斯采样将计算复杂度从O(n^2)降至O(n log n),并证明其稳态分布的一致性。

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AI中文摘要

贝叶斯多维缩放(BMDS)将$n$个对象嵌入低维空间,以近似保留观测到的相异矩阵。与经典MDS相比,BMDS对模型误设更稳健,并支持后验不确定性量化和层次模型中的联合估计。然而,标准BMDS推断在计算上代价高昂,每次MCMC迭代需要$O(n^2)$次操作来评估似然。我们提出Barnes-Hut BMDS(BH-BMDS),它使用基于树的似然近似和利用此结构的吉布斯采样器,与层次扩展兼容。BH-BMDS将计算复杂度降低到$O(n \log n)$,同时保持嵌入的几何保真度。我们进一步建立了BH-BMDS平稳测度的一致性,证明即使代理似然的总误差发散,它也会集中在真实潜在配置周围。值得注意的是,这种一致性在无限维极限下成立。我们在具有不同结构的数据集上评估了近似,包括航空交通网络、arXiv摘要、MNIST图像以及来自tau病理小鼠模型的神经活动记录。在所有设置中,BH-BMDS与BMDS紧密匹配,同时实现了显著的计算增益,在$n=1{,}000$时加速约10倍,在$n=10{,}000$时加速约70倍。这些增益随$n$增加而增加,展示了强大的经验可扩展性。

英文摘要

Bayesian multidimensional scaling (BMDS) embeds $n$ objects in a low-dimensional space to approximately preserve an observed dissimilarity matrix. Compared to classic MDS, BMDS is more robust to model misspecification and supports posterior uncertainty quantification and joint estimation within hierarchical models. However, standard BMDS inference is computationally prohibitive, requiring $O(n^2)$ operations per MCMC iteration to evaluate the likelihood. We propose Barnes--Hut BMDS (BH-BMDS), which uses a tree-based approximation to the likelihood and a Gibbs sampler that leverages this structure, remaining compatible with hierarchical extensions. BH-BMDS reduces computational complexity to $O(n \log n)$ while preserving the geometric fidelity of the embedding. We further establish consistency for the stationary measure of BH-BMDS, proving that it concentrates around the true latent configuration even as the total error of the surrogate likelihood diverges. Notably, this consistency holds in the infinite-dimensional limit. We evaluate the approximation on datasets with diverse structure, including air traffic networks, arXiv abstracts, MNIST images and neural activity recordings from mouse models of tau pathology. Across all settings, BH-BMDS closely matches BMDS while achieving substantial computational gains, with approximately 10-fold speedups at $n=1{,}000$ and 70-fold speedups at $n=10{,}000$. These gains increase with $n$, demonstrating strong empirical scalability.

2605.30684 2026-06-01 physics.ao-ph cond-mat.stat-mech nlin.CD

A mathematical framework for dynamic emergent constraints in climate science

气候科学中动态涌现约束的数学框架

Francesco Ragone, Valerio Lucarini

AI总结 本文利用线性响应理论建立动态涌现约束的数学框架,提出积分动态涌现约束,并应用于MPI-ESM气候模型以验证其存在条件。

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AI中文摘要

气候科学中的涌现约束是经验关系,将物理可观测量的强迫响应与其他可观测量的性质联系起来,旨在减少气候变化预测的不确定性。本文利用线性响应理论的最新结果,为动态涌现约束(一类将不同可观测量的响应与同一强迫联系起来的涌现约束)建立数学框架。我们展示了传统动态涌现约束是更一般关系的特例,称之为积分动态涌现约束。这些关系允许将预测量的响应计算为预测因子的响应与预测量-预测因子对的代理格林函数的卷积。积分涌现约束存在的条件与代理格林函数的因果性以及系统被观测的时间尺度有关。我们将该框架应用于MPI-ESM气候模型的全球变暖模拟,研究不同可观测量之间的动态涌现约束。这些结果使动态涌现约束理论建立在坚实的数学基础上,并提出了识别气候数据中存在此类关系的必要条件的协议。

英文摘要

Emergent constraints in climate science are empirical relations that link the response to a forcing of a physical observable to the properties of other observables, with the aim of reducing climate change projection uncertainties. Here we use recent results in linear response theory to develop a mathematical framework for dynamic emergent constraints, a class of emergent constraints linking the response of different observables to the same forcing. We show how traditional dynamic emergent constraints are a special case of more general relations, that we call integral dynamic emergent constraints. These relations allow to compute the response of a predictand as the convolution of the response of a predictor and the proxy Green's function of the predictand-predictor pair. The conditions for the existence of integral emergent constraints are related to the causality of the proxy Green's function and the time scales at which the system is observed. We apply this framework to global warming simulations with the MPI-ESM climate model, to study dynamic emergent constraints between different observables. These results allow to put the theory of dynamic emergent constraints on firm mathematical ground, and suggest a protocol to identify necessary conditions for the existence of such relations in climate data.

2605.30683 2026-06-01 econ.GN q-fin.EC

Towards an Ideometrics-Based General Theory of Human Progress

迈向基于观念计量学的人类进步一般理论

Igor Rudan, Steven Kerr

AI总结 本文提出以观念计量学为基础,构建可检验的人类进步与文明进步一般理论,通过观念生命周期动态过程重新定义进步,并引入人类进步观念计量指数(IIHP)和文明进步观念计量指数(IICP)进行量化评估。

Comments 27 pages, 1 table, 48 references

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AI中文摘要

本文提出观念计量学作为人类进步和文明进步的一般化且可检验理论的基础,从而将观念计量学与经济学和历史研究联系起来。基于先前将人脑概念化为观念传感器的工作,人类进步主要不是通过财富、健康或技术进步等结果来理解,而是通过塑造未来状态的“观念生命周期”动态过程来理解。本文提出了人类进步的形式化定义:在给定可用信息和不确定性,以及人类能力、能量、时间和资源稀缺的条件下,个人和社会生成、评估、优先排序和实施观念的能力的可测量改进,这种改进使得优先排序的观念越来越与那些真正导致更优未来状态的观念相一致。它引入了人类进步观念计量指数(IIHP),该指数捕捉观念生成的质量(G)、评估的准确性(E)、优先排序的效率(P)以及实施的有效性(Ie)。研究表明,如果观念感知的未来价值与其真实实现的未来价值之间良好对齐(通过结果监测O评估),则未来进步将得以实现。这一表述将分析焦点从静态结果转移到评估观念的质量,从而为理解进步与倒退提供了新的视角。该概念还可通过文明进步观念计量指数(IICP)扩展到漫长的历史时期,其中增加了成功记录结果(D)和成功代际传递积累知识(T)的额外参数。通过将观念转化为可测量的分析单位,观念计量学为理解人类进步提供了一种潜在的变革性方法。

英文摘要

This paper proposes ideometrics as the foundation for a generalised and potentially testable theory of human progress and civilisational progress, thus linking ideometrics to studies in economics and history. Building on prior work that conceptualises the human brain as a sensor of ideas, human progress is understood not primarily through outcomes such as wealth, health, or technological advancement, but through the dynamic process of the "idea life cycle" that shapes future states. The paper advances a formal definition of human progress as a measurable improvement in the ability of individuals and societies to generate, evaluate, prioritise, and implement ideas in a way that increasingly aligns prioritised ideas with those that truly lead to preferred future states, given available information and uncertainty, and under scarcity of human capacity, energy, time and resources. It introduces the Ideometric Index of Human Progress (IIHP) that captures the quality of idea generation (G), accuracy of their evaluation (E), efficiency of their prioritisation (P), and effectiveness of their implementation (Ie). It shows that the future progress will be realised if there is good alignment between the perceived future value of ideas and their true, realised future value, assessed as outcome monitoring (O). This formulation shifts the analytical focus from static outcomes to the quality of evaluating ideas, thereby offering a novel lens for understanding progress and regress. The concept can also be extended to long periods of history through the Ideometric Index of Civilisational Progress (IICP), where additional parameters of successful documentation of outcomes (D) and successful intergenerational transmission of gathered knowledge (T) are added. By transforming ideas into measurable units of analysis, ideometrics offers a potentially transformative approach to understanding human progress.

2605.30682 2026-06-01 cond-mat.mtrl-sci math.AP

Simulations of dislocation dynamics on an atomic lattice: the effect of collision rules

原子晶格上位错动力学的模拟:碰撞规则的影响

Tom Hudson, Akaraphon Jantaraphum, Patrick van Meurs

AI总结 通过数值模拟研究一维周期晶格上随机位错动力学模型,发现带有湮灭规则的离散模型收敛到位错密度湮灭的偏微分方程,而无碰撞规则模型的行为依赖于参数。

Comments 28 pages

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AI中文摘要

考虑一维周期晶格域上位错的随机动力学。研究了两个模型:一个没有碰撞规则,另一个如果碰撞的位错方向相反则将其湮灭。通过一系列数值模拟探索这两个模型的行为,随着位错数量的增加,研究其渐近行为。从这些模拟中,获得证据表明带有湮灭的离散模型趋向于一个考虑湮灭的位错密度偏微分方程。然而,没有碰撞规则的离散模型似乎没有表现出一致的收敛行为;相反,对于某些参数,具有守恒位错密度的预期偏微分方程出现在极限中,但对于其他参数,密度似乎遵循带有湮灭的偏微分方程的演化。这些发现表明,在离散位错动力学模型中,仔细处理位错碰撞是重要的。

英文摘要

The stochastic dynamics of dislocations on a one-dimensional periodic lattice domain are considered. Two models are studied: one without a collision rule, and one which annihilates colliding dislocations if they have opposite orientation. The behaviour of both models is investigated by means of a series of numerical simulations exploring the asymptotic behaviour of these models as the number of dislocations increases. From these simulations, evidence is obtained that the discrete model with annihilation tends to a PDE for the dislocation density that accounts for annihilation. However, the discrete model without a collision rule does not appear to exhibit consistent convergence behaviour; instead, it appears that the expected PDE with conserved dislocation density appears in the limit for some parameters, but that for other parameters the density appears to follow to the evolution of the PDE with annihilation. These findings provide evidence that a careful treatment of dislocation collisions is important in discrete dislocation dynamics models.

2605.30681 2026-06-01 math.AP

On a structural acoustic model with logarithmic supercritical source terms

关于具有对数超临界源项的结构声学模型

Baowei Feng, Yanqiu Guo, Mohammad A. Rammaha

AI总结 研究由三维有界域上的半线性波动方程与边界上的Kirchhoff-Love板方程耦合的结构声学模型,通过施加非线性阻尼和对数型超临界源项,分析局部和全局适定性、势阱解的能量衰减率以及解的爆破。

Comments 34 pages

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AI中文摘要

本文研究了一个结构声学模型,该模型由定义在三维有界域上的半线性波动方程与作用在边界平坦部分上的Kirchhoff-Love板方程耦合而成。主要出于数学兴趣,我们在系统上施加了非线性阻尼项和对数型超临界源项。我们研究了在不同参数和初始数据条件下的局部和全局适定性、势阱解的能量衰减率以及解的爆破。主要创新点包括分析非线性阻尼与对数能量放大源项之间的相互作用,以及发展在势阱理论中处理对数源项的技术。对数非线性项在缩放下不是齐次的,这给研究势阱解带来了困难。通过声压的波-板耦合也在分析中造成了技术困难,特别是在弱解爆破的证明中。

英文摘要

In this paper, we study a structural acoustic model consisting of a semilinear wave equation defined on a three-dimensional bounded domain, coupled with a Kirchhoff-Love plate equation acting on a flat portion of the boundary. Primarily for mathematical interest, we impose nonlinear damping terms and logarithmic-type supercritical source terms on the system. We investigate local and global well-posedness, energy decay rates of potential well solutions, and blow-up of solutions under different conditions on the parameters and initial data. The main novelties include the analysis of the interaction between nonlinear damping and logarithmic energy-amplifying source terms, as well as the development of techniques for handling logarithmic source terms within potential well theory. The logarithmic nonlinearities are not homogeneous under scaling, which creates difficulties in studying potential well solutions. The wave-plate coupling through the acoustic pressure also causes technical difficulties in the analysis, especially in the proof of blow-up of weak solutions.

2605.30679 2026-06-01 math.AP

$L^4$ norm of spectral projectors on polynomially small frequency intervals for $S^1$-symmetric surfaces

$S^1$对称曲面上多项式小频率区间上谱投影的$L^4$范数

Ambre Chabert

AI总结 研究紧致黎曼曲面上谱投影在多项式小带宽下的$L^2\to L^4$范数上界,通过Bessel本征函数分解和非平稳相位振荡积分估计,结合凸性现象和新的算术估计得到改进。

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AI中文摘要

对于$(M,g)$是一个具有Laplace-Beltrami算子$\Delta$的紧致黎曼曲面,对于$\lambda,\delta\geq 0$,令$P_{\lambda,\delta}$为与$\sqrt{-\Delta}$相关的频率区间$[\lambda-\delta,\lambda+\delta]$上的谱投影。对于欧几里得圆盘,在其边界之外,我们改进了$P_{\lambda,\delta}$的$L^2\to L^4$范数的上界,其中带宽$\delta$与目标频率$\lambda$相比是多项式小的。通过分解为$\left(\sqrt{-\Delta}, \frac{1}{i}\frac{\partial}{\partial \theta}\right)$的显式联合本征基(以Bessel本征函数形式给出,这些函数在其焦散集之外被振荡函数很好地近似),我们将分析简化为若干非平稳相位振荡积分的精确定量估计。我们强烈使用凸性现象进行这些估计,然后通过一个新的算术估计对所有本征函数的贡献进行求和。该方法可推广到其他满足类似完全可积结构条件的$S^1$对称曲面。

英文摘要

For $(M,g)$ a compact Riemannian surface with Laplace-Beltrami operator $Δ$, and for $λ,δ\geq 0$, let $P_{λ,δ}$ be the spectral projector on the frequency interval $[λ-δ,λ+δ]$ associated to $\sqrt{-Δ}$. For the Euclidean disk, away from its boundary, we improve the upper bound on the $L^2\to L^4$ norm of $P_{λ,δ}$ in the regime where the bandwidth $δ$ is polynomially small compared to the target frequency $λ$. Decomposing on the explicit joint eigenbasis of $\left(\sqrt{-Δ}, \frac{1}{i}\frac{\partial}{\partial θ}\right)$ given in terms of Bessel eigenfunctions, which are well-approximated by oscillatory functions outside of their caustic set, we reduce the analysis to a number of precise quantitative estimates of nonstationary phase oscillatory integrals. We strongly use convexity phenomenon both for these estimates, and then for the summation of the contribution of all eigenfunctions through a new arithmetic estimate. The method extends to other $S^1$-symmetric surfaces satisfying similar conditions on the induced completely integrable structure.

2605.30678 2026-06-01 math.FA

Fixed point results for asymptotically Hölder nonexpansive type mappings

渐近Hölder非扩张型映射的不动点结果

Cleon S. Barroso, Carlos Sérgio R. da Silva

AI总结 将Goebel-Kirk不动点定理推广到渐近Hölder非扩张型映射,通过例子说明新框架严格包含经典情形,并证明若Banach空间包含c₀或ℓ₁的等距同构副本则此类映射的不动点性质失效,最后构造无限维Banach空间中存在无不动点的紧凸集K及其上的渐近Hölder非扩张型仿射自映射T。

Comments 14 pages; comments are welcome

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AI中文摘要

本文将Goebel-Kirk不动点定理推广到渐近Hölder非扩张型映射的设定。通过提供几个非平凡的例子,我们表明这一新框架严格包含其经典对应物。此外,我们证明如果Banach空间包含c₀或ℓ₁的等距同构副本,则此类映射的不动点性质(FPP)不成立。最后,我们证明每个无限维Banach空间都包含一个紧凸集K,其上存在一个无不动点的仿射自映射T,该映射属于渐近Hölder非扩张型且没有连续迭代。

英文摘要

In this work, we extend Goebel-Kirk fixed point theorems to the setting of mappings of asymptotically Hölder-nonexpansive type. By providing several non-trivial examples, we show that this new framework strictly contains its classical counterparts. Furthermore, we prove that if a Banach space contains an isomorphic copy of either $c_0$ or $\ell_1$, then the fixed point property (FPP) for this class of mappings fails. Finally, we show that every infinite-dimensional Banach space contains a compact convex set $K$ admitting a fixed-point free, affine self-mapping $T$ which is of asymptotically Hölder-nonexpansive type and possesses no continuous iterates.

2605.30676 2026-06-01 quant-ph

Experimental Implementation of the Quantum Volunteer's Dilemma on NISQ Hardware: Noise Analysis and Digital-Twin Validation

量子志愿者困境在NISQ硬件上的实验实现:噪声分析与数字孪生验证

Germán D. Díaz Agreda, Jhon Alejandro Andrade Hoyos, Carlos A. Durán Paredes, Sebastián Cajas Ordoñez, Noah Dane Hebdon, Siong Thye Goh, Dax Enshan Koh

AI总结 在NISQ硬件上实验实现了多人量子志愿者困境,通过噪声分析和数字孪生验证,展示了聚合量子优势在多人博弈中的鲁棒性。

Comments 30 pages, 5 figures, 6 tables, 2 appendices. Source code available at: https://github.com/GermanDarDiaz/Quantum-Volunteer-s-Dilemma

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AI中文摘要

我们提出了多人量子志愿者困境在噪声中等规模量子(NISQ)硬件上的实验实现,通过Qiskit Runtime在ibm_kingston后端上执行。该游戏在N=2到9名玩家下,使用四种编译器优化级别进行评估,每种配置进行20次独立重复,每个电路2048次测量,并通过mthree进行后处理读出误差校正。目标态保真度随系统规模衰减,但在N=9时仍保持在70%以上(校正后)。通过读出校正,全局平均收益在N≤6时精确复现了量子理论基准,并在整个测试范围内超过了经典纳什均衡。在门计数分析显示级别2和3产生相同的编译电路后,选择优化级别2作为参考配置,因为级别2实现了更优的保真度稳定性。对原始测量计数的汉明距离分析表明,在N较小时单量子比特误差占主导,而多量子比特贡献在N>6时增长。基于校准的数字孪生捕捉了全局收益趋势,但在大N时表现出线性保真度衰减曲线,与硬件行为偏离,暴露了一阶独立每量子比特噪声模型的局限性。这些结果表明,多人博弈中的聚合量子优势在整个测试范围内对NISQ噪声条件具有鲁棒性,而在后处理读出校正下,状态级优势的实际可观测性限制在N≤8。

英文摘要

We present an experimental implementation of the multiplayer Quantum Volunteer's Dilemma on noisy intermediate-scale quantum (NISQ) hardware, executed on the ibm_kingston backend via Qiskit Runtime. The game is evaluated for N = 2 to 9 players under four transpiler optimization levels, with 20 independent repetitions per configuration and 2048 shots per circuit, including post-processing readout error correction via mthree. Target-state fidelity decays with system size but remains above 70% (corrected) through N = 9. With readout correction, the global average payoff reproduces the quantum theoretical benchmark exactly for N <= 6 and exceeds the classical Nash equilibrium across the full tested range. Optimization level 2 is selected as the reference configuration after gate count analysis reveals that levels 2 and 3 produce identical transpiled circuits, with level 2 achieving superior fidelity stability. A Hamming distance analysis of raw measurement counts shows that single-qubit errors dominate at small N, with multi-qubit contributions growing beyond N = 6. A calibration-based digital twin captures global payoff trends but exhibits a linear fidelity decay profile that diverges from the hardware behavior at large N, exposing the limits of first-order independent per-qubit noise models. These results demonstrate that aggregate quantum advantage in multiplayer games is robust to NISQ noise conditions across the full tested range, while the practical observability of state-level advantage is constrained to N <= 8 under post-processed readout correction.

2605.30674 2026-06-01 stat.CO stat.ME

Spectral subsampling MCMC for Lévy-driven continuous-time ARMA models with expensive likelihood contributions

谱子采样MCMC用于具有昂贵似然贡献的Lévy驱动连续时间ARMA模型

Thomas Goodwin, Matias Quiroz, Robert Kohn, Feng Li

AI总结 针对连续时间过程频谱推断中Whittle似然因混叠需求和移频分量导致计算昂贵的问题,提出谱子采样MCMC方法,通过数据子采样和高效控制变量估计对数似然,有效降低计算成本。

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AI中文摘要

基于子采样的马尔可夫链蒙特卡罗(MCMC)算法旨在通过每次迭代仅使用数据子集评估似然来加速贝叶斯推断。然而,在许多标准的高维数据应用中,单个似然贡献的计算成本较低,由于计算开销,实际计算时间的减少通常远小于数据量的名义减少。我们研究了在等间隔离散时间点观测的连续时间过程的频域推断中出现的一种不同的计算机制。这导致了混叠现象,即Whittle似然的每个贡献需要对移位的频率分量求和,这与标准离散时间频谱设置不同,后者不需要这种求和。我们证明,这种结构使得谱子采样MCMC(一种通过数据子采样和高效控制变量估计对数似然的基于子采样的MCMC方法)在降低计算成本方面特别有效。我们以离散观测的、由有限二阶矩Lévy过程驱动的连续时间自回归移动平均模型为例,展示了该方法在贝叶斯频域推断中的应用。

英文摘要

Subsampling-based Markov chain Monte Carlo (MCMC) algorithms aim to accelerate Bayesian inference by evaluating the likelihood using only a subset of the data at each iteration. However, in many standard tall-data applications, individual likelihood contributions are inexpensive to evaluate and the resulting reductions in actual computing time are often substantially smaller than the nominal reduction in data size due to computational overhead. We study a different computational regime arising in frequency-domain inference for continuous-time processes observed at equally spaced discrete time points. This gives rise to aliasing, whereby each contribution to the Whittle likelihood requires summation over shifted frequency components, unlike standard discrete-time spectral settings where spectral evaluations do not require such summation. We demonstrate that this structure makes subsampling MCMC, a subsampling-based MCMC approach that estimates the log-likelihood using data subsampling and efficient control variates, particularly effective for reducing computational cost. We illustrate the approach for Bayesian frequency-domain inference in discretely observed continuous-time autoregressive moving average models driven by finite second-moment Lévy processes.

2605.30672 2026-06-01 q-fin.GN econ.GN q-fin.EC

Residual Supply and the Price of Risk Absorption

剩余供给与风险吸收的价格

Ziyao Wang

AI总结 本文通过连续时间市场出清模型,研究开放式基金赎回时有限资本投资者吸收剩余供给所需的预期回报,并利用2003-2024年美国共同基金数据实证检验了剩余供给价格的影响因素及其对资产价格的影响。

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AI中文摘要

当开放式基金赎回时,如果自然买家没有立即介入,一些资本有限的投资者必须充当对手方并持有库存,直到价格恢复。本文探讨了这些投资者所需的回报。一个连续时间市场出清模型给出了一个预期收益约束,其中剩余供给的价格取决于库存风险、交易成本、融资摩擦以及可用于吸收的资产负债表的稀缺性。通过将2003-2024年美国共同基金流量映射到预定持仓上,我们衡量了这种剩余供给的一个可观测组成部分。强制卖出压力预测了基金的实际卖出、同期价格下跌以及随后1至6个月的正回报。当市场整体吸收能力紧张时,该溢价大约翻倍,并且集中在投资者基础薄弱和交易能力有限的股票中——这正是清除失衡成本最高的横截面,而机械性的收益反转无法产生这种模式。

英文摘要

When redeeming open-end funds sell and natural buyers do not step in at once, some limited-capital investor must take the other side and carry the inventory until prices recover. This paper asks what return that investor requires. A continuous-time market-clearing model delivers an expected-return restriction in which the price of residual supply depends on inventory risk, trading costs, funding frictions, and the scarcity of balance sheet available to absorb it. Mapping U.S. mutual fund flows through predetermined holdings over 2003--2024, we measure one observable component of this residual supply. Forced-sale pressure predicts actual fund selling, contemporaneous price declines, and positive returns over the following one to six months. The premium roughly doubles when market-wide absorption capacity is tight, and it concentrates in stocks with thin investor bases and limited trading capacity -- precisely the cross section in which clearing the imbalance should be most costly, and a pattern that mechanical return reversal does not generate.

2605.30670 2026-06-01 cs.CY

Reinforcement Learning for Special Education: Aligning LLM Tutors to Diverse Learners through Disability-Adaptive Training

特殊教育的强化学习:通过残疾适应性训练使LLM导师适应多样化学习者

Unggi Lee, Jihoi Na, Yeil Jeong, Haeun Park, Yeonju Jang

AI总结 提出Special-R1框架,通过二维自适应系统提示和基于残疾特征的思维奖励,将强化学习扩展到特殊教育,显著提升对残疾学习者的适配性和帮助性。

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AI中文摘要

大型语言模型越来越多地被部署为智能导师,然而针对特殊教育进行对齐的研究仍然缺失。最近的工作已将强化学习应用于LLM导师,但这些方法针对单一领域(数学)中的通用学习者,并未解决残疾学习者的认知和沟通多样性。我们引入了\emph{Special-R1},这是一个通过两个组件将教学RL扩展到特殊教育的框架:(1)一个二维自适应系统提示,将基于难度的支持水平与跨五个残疾档案的残疾特定教学风格相结合;(2)一个基于人物特征的思维奖励,其评判标准取决于学习者的残疾档案。在包含690个多轮对话的人物增强测试集上,我们的完整模型将人物感知Fit从6.75(通用基线)提高到8.40(+1.65),SPED-rubric Helpfulness从0.720提高到0.768,在四组件Total上领先(2.911,比亚军高0.064),同时在域外OpenLearnLM基准测试中与最强变体相差在0.01以内(8.53)。消融实验表明,思维奖励仅在与自适应提示结合时才有效,并且针对特定数学学习障碍的残余弱点促使了有针对性的多模态扩展。

英文摘要

Large language models are increasingly deployed as intelligent tutors, yet research on aligning them for special education remains absent. Recent work has applied reinforcement learning to LLM tutors, but these methods target a generic learner in a single domain (mathematics) and do not address the cognitive and communicative diversity of learners with disabilities. We introduce \emph{Special-R1}, a framework that extends pedagogical RL to special education through two components: (1) a two-dimensional adaptive system prompt that couples a difficulty-based support level with a disability-specific teaching style across five disability profiles; and (2) a persona-aware Thinking Reward whose judge rubric is conditioned on the learner's disability profile. On a persona-augmented test set of 690 multi-turn dialogues, our full model raises persona-aware Fit from 6.75 (generic baseline) to 8.40 (+1.65) and SPED-rubric Helpfulness from 0.720 to 0.768, leading on the four-component Total (2.911, +0.064 over the runner-up) while remaining within 0.01 of the strongest variant on the out-of-domain OpenLearnLM benchmark (8.53). Ablations show that the Thinking Reward becomes effective only in combination with adaptive prompting, and that residual weakness on specific learning disability in mathematics motivates targeted multimodal extensions.

2605.30669 2026-06-01 nucl-th

Optimized basis of covariant density functional theory: point coupling functionals and excited states

协变密度泛函理论的优化基组:点耦合泛函与激发态

A. Dalbah, A. V. Afanasjev, B. Osei

AI总结 本研究在协变密度泛函理论框架下,通过优化谐振子基组的振荡频率,提高了中等规模费米子基组中物理可观测量描述的准确性,并扩展至点耦合泛函和激发态。

Comments 16 pages, 15 figures, submitted to Physical Review C

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AI中文摘要

本研究聚焦于在协变密度泛函理论框架下,提高中等规模费米子基组中感兴趣物理可观测量描述的准确性。它将文献[1]的研究扩展到点耦合(PC)协变能量密度泛函(CEDFs)和激发态。以对应于无限费米子基组或外推至该基组的解为基准,表明优化谐振子(HO)基组的振荡频率$\hbarω_0$可以显著改善在截断至$N_F$的费米子基组中不同物理可观测量的描述。为PC泛函生成了全局优化的振荡频率缩放因子$f_{opt}(A)$以及提供所需精度$\varepsilon$的HO基组大小$N_F^{\varepsilon}$。基组的优化还显著提高了势能曲线描述的准确性,定义了锕系和超重核中的裂变势垒和裂变同质异能态,前提是基组大小至少等于$N_F=20$。HO基组的优化提高了束缚单粒子态能量描述的准确性:唯一的例外是低轨道角动量$l=0,1,2$的弱束缚中子态。首次证明,在坐标空间计算中产生的中子晕核的晕密度可以在非常大的费米子HO基组计算中得到很好的再现。

英文摘要

The present investigation focuses on the improvement of the accuracy of the description of physical observables of interest in moderately sized fermionic basis within the framework of covariant density functional theory. It extends previous study of Ref. [1] to point coupling (PC) covariant energy density functionals (CEDFs) and to excited states. Using as a benchmark the solutions corresponding either to infinite fermionic basis or those extrapolated to such a basis it is shown that the optimization of oscillator frequency $\hbarω_0$ of the harmonic oscillator (HO) basis leads to a substantial improvement in the description of different physical observables in the fermionic basis truncated at $N_F$. Globally optimized scaling factors $f_{opt}(A)$ of the oscillator frequency and the sizes $N_F^{\varepsilon}$ of the HO bases providing the required accuracy $\varepsilon$ in the calculations of the binding energies are generated for the PC functionals. The optimization of the basis also significantly improves the accuracy of the description of potential energy curves, defining the fission barriers and fission isomers in actinides and superheavy nuclei, provided that the size of the basis is at least equal to $N_F=20$. The optimization of the HO basis improves the accuracy of the description of the energies of bound single-particle states: the only exceptions are weakly bound neutron states with low orbital momenta $l=0$, 1 and 2. It is demonstrated for the first time that the halo densities of neutron halo nuclei generated in the coordinate space calculations are well reproduced in the calculations with very large fermionic HO bases.

2605.30666 2026-06-01 cs.CY

The Tutoring Effectiveness Index: Predicting LLM Math Tutor Quality from Four Conversation Signals

辅导效果指数:从四个对话信号预测LLM数学辅导质量

Shim Jaechang, Unggi Lee

AI总结 提出无需训练和外部评判的辅导效果指数(TEI),通过四个内部推理信号选择冻结模型,将预错误场景的改进率从59.0%提升至81.9%。

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AI中文摘要

将大型语言模型(LLM)对齐为数学辅导通常需要昂贵的强化学习(RL)训练和外部LLM评判。我们探究冻结模型的内部推理信号能否替代两者。我们提出辅导效果指数(TEI),一个无需训练、无需评判的四信号指数,结合了Schoenfeld-Verify关键词比率、数学步骤密度、结尾问题率和来自深度思维比率(DTR)探针的深度推理门控。使用TEI从N个候选中选择(TEI@N规则)将冻结的DeepSeek-R1-8B基座模型在预错误场景上的改进率从59.0%提升至81.9%(N=8),无需训练和外部评判。我们还测量了教学GRPO的对齐代价。思考长度从每轮1,764词降至119词(-93%),内容知识和教学知识准确率分别相对下降-71%和-80%,学生的Δ解决率从+0.180降至-0.012。为了锚定行为解读,我们在119,009条辅导语句上使用一次性结构分类器复现了一个82代码的教育编码手册。这些结果共同提供了一种无需RL训练或外部评判的构建数学辅导LLM的经济有效方案。

英文摘要

Aligning large language models (LLMs) as math tutors typically demands costly reinforcement-learning (RL) training and external LLM judges. We ask whether a frozen model's internal reasoning signals can replace both. We propose the Tutoring Effectiveness Index (TEI), a training-free, judge-free four-signal index that combines a Schoenfeld-Verify keyword ratio, a math-step density, an ends-question rate, and a deep-reasoning gate from the Deep-Thinking Ratio (DTR) probe. Selecting from $N$ candidates with TEI (the TEI@$N$ rule) raises the improvement rate on pre-incorrect scenarios from $59.0\%$ to $81.9\%$ at $N{=}8$ on a frozen DeepSeek-R1-8B base, with no training and no external judge. We also measure the alignment tax of pedagogical GRPO. Thinking length drops from $1{,}764$ to $119$ words per turn ($-93\%$), Content-Knowledge and Pedagogical-Knowledge accuracy fall by $-71\%$ and $-80\%$ relative, and the student's $Δ$ Solve Rate crosses from $+0.180$ to $-0.012$. To anchor the behavioural reading, we reproduce an 82-code educational codebook on $119{,}009$ tutor sentences with a one-shot structural classifier. Together, these results offer a cost-effective recipe for building math-tutoring LLMs without RL training or external judges.

2605.30665 2026-06-01 gr-qc

Quantification of the parameter estimation error from Rotating Core Collapse supernovae

旋转核心坍缩超新星参数估计误差的量化

Claudia Moreno, Javier M. Antelis, Michele Zanolin

AI总结 本文利用解析模型模拟快速旋转核心坍缩超新星核心反弹阶段的引力波辐射,通过匹配滤波方法估计参数β(旋转动能与引力势能之比),并量化估计误差。

Comments 10 pages, 14 figuras, proceeding conference SN2025gw: First IGWN symposium

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Journal ref
CQG Special Issue 2026
AI中文摘要

在本文中,我们使用一个解析模型对快速旋转核心坍缩超新星前身星在核心反弹阶段发射的引力波进行参数估计。这种方法使我们能够估计参数β,其定义为核心坍缩超新星中旋转动能与引力势能之比。为了验证解析模型和推断的β值的可靠性,我们使用由Abylkairov引力波波形目录构建的数值模板库,并模拟了以干涉仪功率谱密度为特征的O4噪声。在0.02 < β < 0.14区间内,平均拟合因子为94%,表明我们的解析模型以高精度再现了核心反弹波形的关键特征,仅导致最佳信噪比降低6%。这为解析模型的性能提供了定量度量。随后,我们使用匹配滤波方法分析了估计β的误差,并将其与相应的Cramér Rao下界进行比较。通过考虑距离为5、10和50 kpc处的噪声和波形所获得的结果,能够评估所选统计模型与观测数据的拟合精度。从方差的渐近展开中,我们推导出误差的理论下界,当参数β随距离减小时,该下界低于10^{-1}。

英文摘要

In this paper, we perform parameter estimation with an analytical model to simulate the gravitational wave emission during the core bounce phase of a rapidly rotating core collapse supernova progenitor. This approach enables us to estimate the parameter $β$, defined as the ratio of rotational kinetic energy to gravitational potential energy in core collapse supernovae. To verify the reliability of both the analytical model and the inferred value of $β$, we use a numerical template bank constructed from Abylkairovś gravitational waveform catalog and simulate O4 noise, characterized by the interferometers power spectral density. An average fitting factor of 94\% over the interval 0.02 $< β<$ 0.14 shows that our analytical model reproduces the key characteristics of the core-bounce waveform with high accuracy, leading to only a 6\% reduction in the optimal signal to noise ratio. This provides a quantitative measure of how well the analytical model performs. Subsequently, we analyze the error in estimating $β$ using a Matched Filter method and compare it to the corresponding Cramér Rao Lower Bound. The results obtained by considering noise and waveforms at distances of 5, 10, and 50 kpc enable an assessment of how accurately the selected statistical model fits the observed data. From the asymptotic expansion of the variance, we derive a theoretical lower bound for the error that falls below $10^{-1}$ when the parameter $β$ decreases with distance.

2605.30663 2026-06-01 math-ph math.MP

Hubbard--Heisenberg Thermodynamic Comparison at Half Filling in a Fixed Staggered Field

固定交错场下半填充的 Hubbard–Heisenberg 热力学比较

Tadahiro Miyao

AI总结 通过强耦合幺正变换和分区函数分解,在 Heisenberg 尺度上证明了半填充排斥 Hubbard 模型在交错磁场下的有限体积压力估计,并给出了电荷抑制的定量 Gibbs 态描述。

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AI中文摘要

我们研究在强耦合区域、具有强度为 \(h\) 的交错磁场的半填充排斥 Hubbard 模型。分析在正则半填充系综中进行,温度以 Heisenberg 尺度 \(J_0(U)=4t^2/U\) 测量。对于 \(|h|\le h_0\) 和 \(\beta J_0(U)\ge \ell_0\) 一致地,我们证明有限体积 Hubbard–Heisenberg 压力估计,误差在系统大小中一致。这些估计在极限压力存在时传递到热力学极限。 证明使用了一个强耦合幺正变换,将单占据自旋扇区与包含空位或双占据位点的扇区分开。在单占据扇区上,有效哈密顿量与 Heisenberg 参考哈密顿量进行比较;其余扇区通过根据空位或双占据位点集对变换后的配分函数进行分解来控制。对于固定的正交错场窗口 \(I\Subset(0,h_0]\),然后通过有限体积压力的凸性从压力比较推导出磁化比较。 我们还证明了电荷抑制估计,对于 \(|h|\le h_0\) 一致:在大正 \(U\) 的 Heisenberg 尺度区域,空位或双占据位点的密度和双占据密度很小,并且交错电荷的平方除以 \(|\Lambda|^2\) 很小。因此,结果给出了强耦合图像的定量 Gibbs 态表述,其中半填充排斥 Hubbard 模型在 Heisenberg 尺度上由有效的反铁磁自旋自由度描述,而电荷涨落被抑制。

英文摘要

We study the repulsive Hubbard model at half filling in the strong-coupling regime, with a staggered magnetic field of strength \(h\). The analysis is carried out in the canonical half-filled ensemble, with temperature measured on the Heisenberg scale \(J_0(U)=4t^2/U\). Uniformly for \(|h|\le h_0\) and \(βJ_0(U)\ge \ell_0\), we prove finite-volume Hubbard--Heisenberg pressure estimates with errors uniform in the system size. These estimates pass to thermodynamic limits whenever the limiting pressures exist. The proof uses a strong-coupling unitary transformation which separates the singly occupied spin sector from sectors containing empty or doubly occupied sites. On the singly occupied sector, the effective Hamiltonian is compared with the Heisenberg reference Hamiltonian; the remaining sectors are controlled through a decomposition of the transformed partition function according to the set of empty or doubly occupied sites. For fixed positive staggered-field windows \(I\Subset(0,h_0]\), the magnetisation comparison is then derived from the pressure comparison by convexity of finite-volume pressures. We also prove charge-sector suppression estimates, uniformly for \(|h|\le h_0\): in the large positive-\(U\) Heisenberg-scale regime, the density of empty or doubly occupied sites and the double-occupancy density are small, and the squared staggered charge divided by \(|Λ|^2\) is small. Thus the results give a quantitative Gibbs-state formulation of the strong-coupling picture in which the half-filled repulsive Hubbard model is described, at the Heisenberg scale, by effective antiferromagnetic spin degrees of freedom, while charge fluctuations are suppressed.

2605.30661 2026-06-01 cond-mat.soft cond-mat.mes-hall cond-mat.mtrl-sci

Wetting as an emergent property of water: reformulating Young equation on molecular grounds

润湿作为水的涌现性质:在分子基础上重新表述杨氏方程

Nicolas Loubet, Gustavo Appignanesi

AI总结 通过定义分子润湿系数ω_m,将宏观接触角与水的氢键缺陷能量成本联系起来,建立统一的分子框架,揭示润湿是水的内在涌现性质。

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Journal ref
Journal of the American Chemical Society (2026)
AI中文摘要

杨氏方程提供了非常成功的宏观润湿描述,但其分子起源(特别是对于水)两个多世纪以来一直难以捉摸。这里我们通过将水润湿重新表述为分子润湿系数ω_m,使水润湿的分子基础变得明确,该系数量化了界面如何补偿相对于体相水的氢键缺陷的内在能量成本。在广泛且连续的亲水性谱上,跨越化学多样化的实验和模型表面,当通过ω_m表达时,宏观接触角塌缩到单一通用主曲线上。这种分子重新表述在能量基础上闭合了杨氏和杨氏-杜普雷关系,建立了润湿、粘附、空化和纳米受限填充之间的统一且具有预测性的物理联系。通过将界面行为锚定在水固有的氢键能量尺度上,我们的结果揭示了润湿是水本身的涌现性质,而不是表面特定的属性,并提供了一个可转移的分子框架,重新校准了能量直觉并指导水性界面的理性设计。(本文是提交手稿未经编辑的作者版本,随后被J. Am. Chem. Soc.接受发表。已发表版本包括更完整的分子热力学基础,请参见已发表版本。)

英文摘要

Young equation provides a remarkably successful macroscopic description of wetting, yet its molecular origin (particularly for water) has remained elusive for over two centuries. Here we make the molecular basis of aqueous wetting explicit by reformulating it in terms of a molecular wetting coefficient, omega m, which quantifies how an interface compensates the intrinsic energetic cost of hydrogen-bond defects relative to bulk water. Across a broad and continuous spectrum of hydrophilicities, spanning chemically diverse experimental and model surfaces, macroscopic contact angles collapse onto a single universal master curve when expressed through omega m. This molecular reformulation closes Young and Young-Dupre relations on energetic grounds, establishing a unified and predictive physical link between wetting, adhesion, cavitation, and nanoconfined filling. By anchoring interfacial behavior to waters intrinsic hydrogen-bond energetic scales, our results reveal wetting as an emergent property of water itself, rather than a surface-specific attribute and provide a transferable molecular framework that recalibrates energetic intuition and guides the rational design of aqueous interfaces. (This document is the unedited Author version of a Submitted Manuscript subsequently accepted for publication in J. Am. Chem. Soc. For the published version, which includes a more complete molecular-thermodynamics grounding of the method see the published version)

2605.30659 2026-06-01 physics.flu-dyn

Neural-Network-based Viscosity Closure for Non-Newtonian Multiphase Flows

基于神经网络的非牛顿多相流黏度闭合模型

Suresh Murugaiyan, Claire L. Nelson, Dhruv Gamdha, Austin Cunniff, Cheng-Hau Yang, Abraham Wiletsky, Kaitlyn W. Dilley, Patrick Babb, Andrew Rhode, Christopher M. Bates, Angela A. Pitenis, Michael L. Chabinyc, Adarsh Krishnamurthy, Baskar Ganapathysubramanian

AI总结 提出一种将实验流变数据训练的神经网络作为黏度闭合模型,集成到Cahn-Hilliard-Navier-Stokes有限元求解器中的工作流程,用于非牛顿多相流模拟。

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AI中文摘要

用于聚合物基增材制造工艺(如数字光处理和直写成型)的材料通常表现出非牛顿流变特性。Carreau-Yasuda和幂律模型能很好地描述基本的剪切稀化和剪切增稠行为,但将其应用于新材料需要选择函数形式、推导并重新实现到流动求解器中。我们提出一种部署工作流程,其中基于实验流变数据训练的神经网络作为Cahn-Hilliard-Navier-Stokes有限元求解器中的黏度闭合模型。训练过程中的Lipschitz正则化产生平滑的黏度预测,训练好的网络以开放神经网络交换格式导出,求解器在运行时通过ONNX运行时查询,无需修改求解器或重新实现网络。该框架基于并行八叉树自适应网格细化基础设施,将分辨率集中在流体界面。我们针对文献中的基准剪切稀化气泡上升案例验证了CHNS求解器,在不同幂律指数和韦伯数下重现了报道的气泡形状。我们表征了两种硅油墨配方,记录了它们在全氟萘烷中的上升动力学高速视频,并利用所得数据测试了完整工作流程。模拟的上升速度落在实验测量范围内,模拟的稳态液滴形状与观察结果一致。这项工作为将神经本构闭合模型集成到多物理场模拟中的日益增长的文献做出了贡献,并展示了将实验训练的流变代理部署到有限元求解器中的实用路径。

英文摘要

Materials used in polymer-based additive manufacturing processes, such as Digital Light Processing (DLP) and direct ink writing (DIW), typically exhibit non-Newtonian rheology. Carreau--Yasuda and power-law models describe basic shear-thinning and shear-thickening behavior well, but applying them to a new material requires choosing a functional form, deriving it, and re-implementing it inside the flow solver. We present a deployment workflow in which a neural network trained on experimental rheometry data serves as the viscosity closure inside a Cahn--Hilliard--Navier--Stokes (CHNS) finite element solver. Lipschitz regularization during training produces smooth viscosity predictions, and the trained network is exported in the Open Neural Network Exchange (ONNX) format and queried by the solver at runtime via the ONNX runtime, without solver modification or network reimplementation. The framework is built on a parallel octree-based adaptive mesh refinement infrastructure that concentrates resolution at the fluid interface. We validate the CHNS solver against benchmark shear-thinning bubble-rise cases from the literature, reproducing reported bubble shapes across varying power-law indices and Weber numbers. We characterized two silicone ink formulations, recorded their rise dynamics in perfluorodecalin on high-speed video, and used the resulting data to test the full workflow. Simulated rise velocities fall within the experimentally measured spread, and the simulated steady-state droplet shape agrees with the observed one. This work contributes to a growing body of literature on integrating neural constitutive closures into multiphysics simulations, and demonstrates a practical path for deploying experimentally trained rheological surrogates inside finite element solvers.

2605.30658 2026-06-01 stat.ME

Consistent Bayesian Local Spatial Feature Selection with Application to Spatial Multimodal Omics

一致贝叶斯局部空间特征选择及其在空间多模态组学中的应用

Kun Huang, Xiyu Peng, Huiyan Sang, Ligang Lu

AI总结 针对空间多模态组学中的高维回归问题,提出一种贝叶斯局部空间特征选择框架,通过随机域划分先验和局部特征选择先验实现域划分与特征选择的一致性理论,并开发高效的可逆跳跃MCMC算法。

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AI中文摘要

受空间多模态组学(SMO)中高维回归问题的启发,我们提出了一种用于局部空间特征选择的贝叶斯框架,其中引入随机域划分先验将空间域划分为若干形状灵活且数量未知的连续簇,并在每个簇内施加局部特征选择先验。“特征”的概念是广义的,可能包括协变量和函数基,使得该框架既能执行局部变量选择,也能执行局部基选择,后者对于自适应逼近具有局部特性的空间变化函数至关重要。我们推导了连接域划分和局部特征选择先验的耦合超参数条件,在此条件下建立了域划分和特征选择的一致性理论及后验收缩率。我们开发了一种高效的信息化可逆跳跃马尔可夫链蒙特卡洛算法,以解决域划分和选定特征的联合后验采样中遇到的计算挑战。模拟研究证明了所提模型和算法的有效性,突出了其相对于现有方法的优势。将该模型应用于SMO数据集,揭示了乳腺癌组织中具有生物学意义的空间模式。

英文摘要

Motivated by a high-dimensional regression problem in spatial multimodal omics (SMO), we propose a Bayesian framework for local spatial feature selection, where a random domain partition prior is introduced to divide the spatial domain into several contiguous clusters with flexible shapes and an unknown number of clusters, conditional on which a local feature selection prior is imposed within each cluster. The notion of "feature" is general and may include both covariates and functional bases, allowing the framework to perform both local variable selection and local basis selection, the latter being essential for adaptively approximating spatially varying functions with localized characteristics. We derive coupled hyperparameter conditions linking domain partition and local feature selection priors, under which the consistency theory and posterior contraction rates of both the domain partition and feature selection are established. We develop an efficient informed reversible jump Markov chain Monte Carlo algorithm to address the computational challenges encountered in joint posterior sampling of domain partitions and selected features. Simulation studies demonstrate the effectiveness of the proposed model and algorithm, highlighting its advantages over existing methods. The application of our model to an SMO dataset reveals biologically meaningful spatial patterns within breast cancer tissue.

2605.30657 2026-06-01 math.AP

Well-posedness for the periodic Intermediate nonlinear Schrödinger equation

周期中间非线性薛定谔方程的适定性

Andreia Chapouto, Justin Forlano, Thierry Laurens

AI总结 通过规范变换和完全可积性,研究周期边界条件下中间非线性薛定谔方程在H^s空间中的局部和全局适定性,并证明能量空间中的无条件适定性及无穷深度极限下的收敛性。

Comments 60 pages

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AI中文摘要

我们研究具有周期边界条件的中间非线性薛定谔方程(INLS)的适定性。利用规范变换,我们获得了对于任意$s\geq rac 12$在$H^{s}(\mathbb{T})$中的大初值局部适定性。通过利用连续Calogero-Moser方程(CCM)的完全可积性,我们在小$L^2$范数约束下将该结果推广到全局适定性。我们还建立了其他结果,例如能量空间中的无条件适定性以及无穷深度极限下INLS解收敛到CCM解。

英文摘要

We study the well-posedness for the intermediate nonlinear Schrödinger equation (INLS) with periodic boundary conditions. Using a gauge transform, we obtain large data local well-posedness in $H^{s}(\mathbb{T})$ for any $s\geq \frac 12$. We extend this result to global well-posedness under a small $L^2$-norm constraint by exploiting the complete integrability of the continuum Calogero-Moser equation (CCM). We also establish additional results such as the unconditional well-posedness in the energy space and the convergence of solutions to INLS to those of CCM in the infinite-depth limit.

2605.30655 2026-06-01 math.CO

Distance-k Domination Number in Triangular Matchstick Graphs

三角火柴图中的距离-k支配数

Juan Gabriel Gutierrez Alva, Jorge Luis Neira Riveros

AI总结 针对三角火柴图T_d,通过改进平铺方法修正了Harris等人关于距离-k支配数的错误上界,并给出了更精确的上界以及半径公式。

Comments 17 pages, 10 figures

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AI中文摘要

图的一个距离-k支配集是顶点的一个子集,使得每个顶点到该子集中某个顶点的距离不超过k;其最小大小称为距离-k支配数γ_k。我们研究了三角火柴图T_d的γ_k。Harris等人(2020)声称了k=1和k=2情况的两个上界。这些上界被证明是错误的,并通过改进他们的平铺方法,用修正后的γ_k(T_d)一般上界取代。对于k=1且d=7q+β,其中0≤β≤6,我们进一步优化了这一构造,并证明γ(T_{7q+β}) ≤ 3.5q^2+(β+4.5)q+(β-1)。最后,我们确定T_d的半径为r_d = ceil(2d/3),这意味着当k ≥ r_d时,γ_k(T_d)=1。

英文摘要

A distance-k dominating set of a graph is a set of vertices such that every vertex lies within distance k of some vertex in the set; its minimum size is the distance-k domination number gamma_k. We study gamma_k for triangular matchstick graphs T_d. Harris et al. (2020) claimed two upper bounds for the cases k=1 and k=2. These bounds are shown to be incorrect and are replaced by a corrected general upper bound for gamma_k(T_d) obtained by refining their tiling method. For k=1 and d=7q+beta, where 0 <= beta <= 6, we further sharpen this construction and prove gamma(T_{7q+beta}) <= 3.5q^2+(beta+4.5)q+(beta-1). Finally, we determine the radius of T_d as r_d = ceil(2d/3), which implies gamma_k(T_d)=1 whenever k >= r_d.

2605.30650 2026-06-01 cs.CR

When AI Meets Wall Street: A Survey on Trustworthy AI in Fintech

当AI遇见华尔街:金融科技中可信AI综述

Qingwen Zeng, Zhenghao Zhao, Yitian Yang, Yiqi Zhu, Fangchen Liu, Zhaoge Bi, Moe Thandar Kyaw Wynn, Kim-Kwang Raymond Choo, Huaming Chen

AI总结 本文提出一个以生命周期为中心、机制驱动的统一框架,将金融AI分为训练更新、部署推理、运营监控三个阶段,并构建金融AI安全与鲁棒性分类法,涵盖17种攻击子类型,分析其算法策略、可行性约束、隐蔽性与持久性及下游金融后果,最后指出开放挑战并规划研究议程。

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AI中文摘要

人工智能现已嵌入持续运行的金融AI管道中,作为主要决策引擎,涵盖训练与更新、部署与推理、以及运营监控与反馈。这些管道的高效自动化和规模化也创造了新的攻击面,其中小的算法扰动可能放大为持续的系统级金融损害。然而,现有综述要么将AI视为防御工具,要么以领域无关的方式分析对抗性机器学习,忽略了金融特有的约束,如会计合理性、非独立同分布联邦数据、持续重训练以及自动化放大的下游效应。我们通过一个统一的、以生命周期为中心和机制驱动的框架来填补这一空白。我们将金融AI划分为三个生命周期阶段:训练与更新、部署与推理、以及运营监控与反馈。我们进一步提出金融AI安全与鲁棒性分类法,组织了17种攻击子类型,涵盖数据和模型投毒、决策边界对抗攻击、LLM中介工作流中的提示注入以及深度伪造驱动的KYC验证层颠覆。对于每个子类型,我们分析算法策略、可行性约束、隐蔽性与持久性以及下游金融后果。最后,我们识别开放挑战并概述了面向生命周期感知压力测试和金融相关鲁棒性基准的研究议程。

英文摘要

Artificial intelligence is now embedded as a primary decision engine in continuously operated financial AI pipelines spanning training and updating, deployment and inference, and operation with monitoring and feedback. The automation and scale that make these pipelines effective also create novel attack surfaces, where small algorithmic perturbations can amplify into persistent, system-level financial harm. Existing surveys, however, either treat AI as a defensive tool or analyse adversarial machine learning in a domain-agnostic manner, abstracting away finance-specific constraints such as accounting plausibility, non-IID federated data, continuous retraining, and automation-amplified downstream effects. We address this gap with a unified, lifecycle-centric and mechanism-driven framework. We partition financial AI into three lifecycle stages: training and updating, deployment and inference, and operation, monitoring, and feedback. We further propose the Financial AI Security and Robustness Taxonomy, organising seventeen attack subtypes across data and model poisoning, adversarial attacks on decision boundaries, prompt injection in LLM-mediated workflows, and deepfake-driven subversion of KYC verification layers. For each subtype, we analyse algorithmic strategy, feasibility constraints, stealth and persistence, and downstream financial consequences. Finally, we identify open challenges and outline a research agenda toward lifecycle-aware stress testing and finance-relevant robustness benchmarks.

2605.30649 2026-06-01 astro-ph.CO hep-ph

Statistical imprints of wave-like dark matter on multiply-imaged galaxies in strong cluster lenses from JWST

波状暗物质在JWST强团透镜中多重成像星系上的统计印记

Nino Ephremidze, Daniel Gilman, Cora Dvorkin

AI总结 利用残差功率谱P_δ(k)统计探测波状暗物质(ψDM)引起的亚星系密度波动,通过模拟JWST观测区分ψDM与冷暗物质(CDM)子结构。

Comments 19 pages

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AI中文摘要

波状暗物质(ψDM)是一种难以捉摸的暗物质(DM)候选者。该模型通常也称为模糊或超轻暗物质,提出暗物质是一种极轻($m\\\sim10^{-22}$ eV)的玻色子,因此具有kpc尺度的德布罗意波长。因此,暗物质的干涉会产生亚星系密度波动,可以通过强引力透镜进行研究。在本文中,我们使用残差功率谱$\\mathrm{P}_δ(k)$作为ψDM的探针,该功率谱量化了与平滑透镜预测的偏差,通过强团透镜中的多重成像星系测量。关键思想是,这些偏差中印有来自暗物质子结构的透镜畸变,可以统计地利用来区分暗物质理论。我们模拟了JWST质量的星系团强引力透镜模拟观测,在ψDM和标准冷暗物质(CDM)范式内对视线暗物质子结构进行建模。使用模拟深度观测(约20小时),我们发现$\\mathrm{P}_δ(k)$对ψDM粒子质量和波动幅度都很敏感,并且可以将ψDM波动与CDM子晕区分开。我们证明,通过使用局部曲弧基形式对平滑透镜进行建模,可以直接从数据中测量$\\mathrm{P}_δ(k)$。在考虑实际建模系统误差的情况下,我们发现ψDM和CDM在$1 \\lesssim k \\lesssim 11\\,\\mathrm{kpc}^{-1}$范围内存在统计显著的分离——为波状暗物质性质提供了独立于现有约束的探针。

英文摘要

Wave-like dark matter ($ψ$DM) is an elusive dark matter (DM) candidate. The model, often also called fuzzy or ultralight DM, proposes that DM is an extremely light ($m\sim10^{-22}$ eV) boson and thereby has a kpc-scale de Broglie wavelength. Hence, interference of DM gives rise to sub-galactic density fluctuations that can be studied with strong gravitational lensing. In this paper, we use the residual power spectrum, $\mathrm{P}_δ(k)$, as a probe of $ψ$DM, which quantifies deviations from smooth lensing predictions, measured from multiply-imaged galaxies in strong cluster lenses. The key idea is that imprinted in these deviations are lensing distortions from DM substructure, which can be harnessed statistically to distinguish among DM theories. We simulate JWST-quality mock observations of strong gravitational lensing in galaxy clusters, modeling line-of-sight DM substructure within $ψ$DM and the standard cold dark matter (CDM) paradigms. Using mock deep observations ($\sim$ 20 hours), we find that $\mathrm{P}_δ(k)$ is sensitive to both $ψ$DM particle mass and fluctuation amplitude, and can distinguish $ψ$DM fluctuations from CDM subhalos. We demonstrate that $\mathrm{P}_δ(k)$ can be measured directly from data by modeling the smooth lensing with a local Curved Arc Basis formalism. With realistic modeling systematics, we find a statistically significant separation between $ψ$DM and CDM across $1 \lesssim k \lesssim 11\,\mathrm{kpc}^{-1}$ -- offering an independent probe of the wave-like nature of DM complementary to existing constraints.

2605.30645 2026-06-01 math.FA

A Modern Functional Analytic Tour of the Fourier-Bessel Transform

傅里叶-贝塞尔变换的现代泛函分析导览

Cameron L. Williams

AI总结 本文综述傅里叶-贝塞尔变换理论,提供基于现代泛函分析的新证明和方法,并推广到其他积分变换。

Comments 18 pages

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AI中文摘要

本文综述了傅里叶-贝塞尔变换的理论。傅里叶-贝塞尔变换的许多标准结果已成为民间传说或早于现代泛函分析,依赖于缺乏现代工具优雅性的硬分析证明。本综述旨在集中一些基本理论,同时提供一些可应用于傅里叶和傅里叶-贝塞尔变换之外的其他积分变换的新证明和方法。

英文摘要

In this paper, we review the theory of the Fourier-Bessel transform. Many of the standard results for the Fourier-Bessel transform have become folklore results or predate modern functional analysis and rely on hard analysis proofs that miss the elegance of more modern machinery. This review aims to centralize some of the basic theory while providing some new proofs and approaches that can be applied to other integral transforms beyond the Fourier and Fourier-Bessel transform.

2605.30644 2026-06-01 math.DS

A General Framework for Relative Equilibria in the Symmetric Full Gravitational N-Body Problem

对称全引力N体问题中相对平衡的一般框架

F. Crespo, H. R. Dullin

AI总结 提出一种利用SO(3)对称性基本不变量确定全引力N体问题中相对平衡容许构型的方法,无需对质量分布或引力势截断作限制性假设,并应用于轴对称体情形系统恢复已知相对平衡族并导出新必要条件。

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AI中文摘要

我们提出一种方法来确定在全引力N体问题中导致相对平衡的容许构型。该方法通过利用SO(3)对称性的基本不变量来利用该对称性,不依赖于关于质量分布的限制性假设或对引力势的截断。因此,它给出了适用于任意刚体构型的必要条件。本工作分为两部分。在第一部分(本文)中,我们假设每个物体是轴对称的,以给出该方法的清晰、教学性阐述;在即将发表的论文中,我们移除该限制并处理一般三轴体(该方法仍然有效,但变量数量增加)。作为示例,我们系统地恢复了由一个球体和一个轴对称体组成的两体问题的所有已知相对平衡族,确认了文献中的早期结果,并为某些构型导出了新的必要条件,包括箭头型和非拉格朗日型的额外约束。在球体和轴对称体的特殊情况下,我们还得到了在势的单调性假设下相对平衡的充分条件。

英文摘要

We present a method to determine admissible configurations that lead to relative equilibria in the full gravitational N-body problem. The method exploits the SO(3) symmetry by working with its fundamental invariants and does not rely on restrictive assumptions about mass distributions or on truncating the gravitational potential. As a result, it yields necessary conditions that apply to arbitrary rigid-body configurations. This work is presented in two parts. In the first (this) part, we assume every body is axisymmetric to give a clear, pedagogical exposition of the approach; in a forthcoming paper, we remove that restriction and treat general triaxial bodies (the method remains valid, but the number of variables increases). As an illustration, we systematically recover all known relative-equilibrium families for the two-body problem consisting of one sphere and one axisymmetric body, confirm earlier results in the literature, and derive new necessary conditions for certain configurations, including additional constraints for the arrow and non-Lagrangian types. In the special case of a sphere and an axisymmetric body, we also obtain sufficient conditions for relative equilibria under a monotonicity assumption on the potential.

2605.30643 2026-06-01 q-fin.TR q-fin.RM

Quality-Adjusted Hit-Ratio Targeting in Corporate Bond Market Making

公司债做市中的质量调整命中率目标

Bouna Niang

AI总结 针对公司债电子做市中原始命中率目标因客户流逆向选择异质性而产生经济误导的问题,本文提出用残差质量调整命中率替代原始命中率,并扩展了随机控制框架,通过分解交易后标记为可观测信用因子和残差逆向选择,仅将残差部分视为客户流毒性,从而在保持可解性的同时优化报价策略,模拟表明残差质量目标能改善服务与经济前沿。

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AI中文摘要

命中率是电子公司债做市常用的服务指标,但当客户流具有异质性的逆向选择内容时,原始命中率目标可能在经济学上产生误导。本文通过用残差质量调整命中率替代原始命中率,扩展了具有命中率约束的OTC债券RFQ做市随机控制框架。关键建模区别在于,首先将不利的交易后标记分解为可观测的信用因子、持有/下滑收益、发行人相对价值效应、指数或ETF需求效应以及残差逆向选择。仅将残差成分视为客户流毒性。由此产生的控制问题仍然可解:在对质量命中率惩罚进行对偶化后,HJB保持可分离的哈密顿量,且对偶变量是每个目标层级精确一维非线性不动点的解。在二次价值函数近似下,最优报价分解为无风险利差、库存偏差、信用阿尔法偏差、残差毒性费用和质量命中率补贴。使用非线性对偶求解的合成多债券模拟表明,原始命中率目标可能补贴残差毒性流,而残差质量目标将服务重新分配给低残差毒性流,并改善所达到的服务/经济前沿。最后的简化形式扩展研究了通过风险意识风格对齐的客户流仓储实现库存回收价值。扫描或组合交易机会随机出现,参与规模使用与RFQ报价问题相同的二次价值近似。附录中报告了一个被动/指数需求实验,作为可预测客户流的特例。数值证据是合成且机制导向的;未使用专有RFQ数据。

英文摘要

Hit ratio is a common service metric for electronic corporate bond market making, but raw hit-ratio targets can be economically misleading when client flow has heterogeneous adverse-selection content. This paper extends a stochastic-control framework for OTC bond RFQ market making with hit-ratio constraints by replacing raw hit ratio with a residual-quality-adjusted hit ratio. The key modelling distinction is that adverse post-trade markouts are first decomposed into observable credit factors, carry/rolldown, issuer-relative-value effects, index or ETF demand effects, and residual adverse selection. Only the residual component is treated as client-flow toxicity. The resulting control problem remains tractable: after dualizing the quality-hit-ratio penalty, the HJB retains separable Hamiltonians, and the dual variable is the solution of an exact one-dimensional nonlinear fixed point for each targeted tier. Under a quadratic value-function approximation, optimal quotes decompose into a riskless spread, inventory skew, credit-alpha skew, residual-toxicity charge, and quality-hit-ratio subsidy. Synthetic multi-bond simulations with nonlinear dual solves illustrate that raw hit-ratio targeting can subsidize residual-toxic flow, while residual-quality targeting reallocates service toward low-residual-toxicity flow and improves the attained service/economics frontier. A final reduced-form extension studies inventory-recycling value through risk-aware style-aligned client-flow warehousing. Sweep or portfolio-trade opportunities fill randomly, and participation is sized using the same quadratic value approximation as the RFQ quoting problem. A passive/index-demand experiment is reported in the appendix as a special case of forecastable client flow. The numerical evidence is synthetic and mechanism-oriented; no proprietary RFQ data are used.

2605.30636 2026-06-01 math.ST cs.IT math.IT stat.TH

Free Energy Universality in Tensor Estimation via Generic Chaining

张量估计中的自由能普适性:基于通用链式方法

Wenxuan Zou, Galen Reeves

AI总结 本文利用通用链式方法,建立了张量结构数据推断问题中自由能可由高斯比较模型近似的条件,并应用于二元超图模型,证明了在平均度发散的最小假设下自由能的普适性。

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AI中文摘要

我们研究具有张量结构数据的高维推断问题,并建立了其自由能可由高斯比较模型近似的条件。我们的框架适用于具有独立观测值以及数据生成分布与统计模型之间不匹配的模型。结果将先前的工作扩展到矩阵设置之外,并适应模型参数依赖于维度的缩放机制。一个关键的技术贡献是使用通用链式方法来控制在张量结构参数空间上的似然展开产生的余项。作为一个应用,我们在平均度发散的最小假设下建立了二元超图模型的自由能普适性,表明即使在模型不匹配的情况下,其渐近行为也与高斯张量模型一致。

英文摘要

We study high-dimensional inference problems with tensor-structured data and establish conditions under which their free energy can be approximated by that of a Gaussian comparison model. Our framework applies to models with independent observations and mismatch between the data-generating distribution and the statistical model. The results extend prior work beyond matrix settings and accommodate scaling regimes where the model parameters depend on the dimension. A key technical contribution is the use of generic chaining to control remainder terms arising from likelihood expansions over tensor-structured parameter spaces. As an application, we establish free energy universality for binary hypergraph models under the minimal assumption of diverging average degree, showing that their asymptotic behavior coincides with that of a Gaussian tensor model, even under model mismatch.

2605.30634 2026-06-01 math.AG

Cuspidal dicritical foliations and analytical invariants of cusps

尖点判别叶状结构与尖点的解析不变量

Nuria Corral, Oziel Gómez-Martínez, David Senovilla-Sanz

AI总结 研究以尖点族为不变曲线的判别叶状结构,给出保证族中所有曲线具有相同微分值半模的条件,并给出计算尖点半模导子的表达式。

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AI中文摘要

本文研究以尖点族为不变曲线的判别叶状结构。我们给出了保证族中所有曲线具有相同微分值半模的条件。我们还给出了计算尖点半模导子的表达式。

英文摘要

In this paper we study dicritical foliations having a family of cusps as invariant curves. We give conditions to assure that all the curves of the family have the same semimodule of differential values. We also give an expression to compute the conductor of a cuspidal semimodule.