Quantum Physics
Quantum Inversion of Units in Group Rings: Block Dimension, Not Commutativity, Governs Hardness
Bhanwar Gupta
Several public-key schemes base their security on the belief that inverting a unit of a group ring is hard. A recent result showed that this belief is false on a
quantum computer when the group is abelian. To restore security, designers moved to non-abelian groups, especially dihedral groups, believing that the hardness of the dihedral hidden subgroup problem (HSP) would protect the scheme. This paper shows that unit inversion is a different problem and does not require an HSP solver. Instead, it can be solved by a change of basis that splits the group ring into small
matrix blocks. We prove that unit inversion is
polynomial-time, classically and quantumly, when an efficient generalized
Fourier transform exists, the group ring is semisimple, and the largest
matrix block has
polynomial size. Dihedral group rings satisfy these conditions because their irreducible representations have dimension at most 2 and an efficient
Fourier transform exists. We give an explicit reversible
quantum circuit for the block-inversion step and validate it in a register-level simulator. We also identify the exact structural boundary where the method stops and propose a candidate construction in the surviving regime under a new, clearly stated security assumption. The constructive results are supported by reproducible software artifacts and experiments.
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High Energy Physics (Phenomenology)
Nuclear interference versus dark sector excitation in the 248 keV LUX-ZEPLIN recoil candidate
Imtiaz Khan, Salvatore Capozziello, G. Mustafa et al. (+3 more)
The 2026 LUX-ZEPLIN (LZ) high energy
nuclear recoil search reports one event at $248\pm23_{\rm stat}\pm23_{\rm sys}~\mathrm{keV}$ and finds the elastic isovector interaction $\mathcal L_6^v$ locally favored at about $3.3\sigma$ in the heavy dark matter regime. We examine whether this
recoil scale can arise from resolved
nuclear response within the elastic interaction and compare its spectral, target, and annual modulation behavior with endothermic dark sector excitation. Covariant matching correlates four Galilean operators, removes the longitudinal
spin response algebraically, and fixes interference between density and orbital
spin orbit amplitudes. The GCN and JJ55 xenon shell model calculations give a second natural xenon cancellation at $211$ and $214~\mathrm{keV}$. In the heavy mass regime, its position changes by less than $0.01~\mathrm{keV}$ from a dark matter mass of $200~\mathrm{GeV}$ to the asymptotic limit. A
curvature weighted isotope centroid reproduces the position and residual depth of the natural xenon minimum. Direct $^{40}$Ar calculations shift the
nuclear feature to about $350$ and $425~\mathrm{keV}$, whereas endothermic excitation follows reduced mass scaling set by the dark state splitting. At a dark matter mass of $1~\mathrm{TeV}$, the endothermic Ar to Xe scale ratio is $1.082$, compared with $1.63$ to $2.01$ for the
nuclear calculations. Elastic scattering gives a few percent annual modulation in the adopted
halo model, while endothermic solutions near the maximum laboratory
halo speed show much larger seasonal variation. These scaling and timing behaviors provide tests of a target-dependent
nuclear cancellation against an excitation energy set by dark sector kinematics.
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All authors Imtiaz Khan, Salvatore Capozziello, G. Mustafa, Farruh Atamurotov, Ahmadjon Abdujabbarov, Chengxun Yuan
History and Philosophy of Physics · Cross-listed from q-bio.NC
Revisiting the Aerts-Broekaert-Smets quantum model of the liar paradox
Massimiliano Sassoli de Bianchi
The
quantum model of the two-sentence liar paradox proposed by Aerts, Broekaert, and Smets is an early example of the use of
quantum formalism to describe cognitive dynamics. Our reconstruction is primarily pedagogical in intent, but it also leads to a number of clarifications, and to some new observations, concerning the structure of the model. Rewriting the model in Dirac notation, we make explicit the distinction between truth values originating from a decision and from semantic inference, and show that the associated enlargement of the one-sentence state space corresponds to a factorization with respect to which the non-paradoxical configurations are separable while the genuine liar state is entangled. We also derive the
Hamiltonian generating the four-state cyclic
evolution, express it in compact operator form, and give the resulting transition probabilities in closed form. We emphasize that the liar cycle admits a unitarily equivalent representation in the four-dimensional truth-only space, where the unmeasured liar state is separable, so the dimensional enlargement is not required by the
unitary part of the dynamics; it is required, however, by the measurement structure. The enlargement is also required by the dynamics as soon as revision processes are admitted, in which states with identical truth content but different origins have different successors, the origin degree of freedom then acting as a minimal form of cognitive
memory. We conclude by discussing the possible relationship between the model and more general deliberative processes.
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Quantum Physics
Finite-energy Gottesman-Kitaev-Preskill state-enhanced optical interferometry
Ashmita Roy, R. Srikanth and Deepak Pandey
We present the case of a Gottesman-Kitaev-Preskill (GKP) state-enhanced optical interferometry with detailed analysis of the phase sensitivity for both the SU(2) and SU(1,1) interferometers. The conventional
quantum-enhanced SU(2) interferometer, employing coherent light at one input port and squeezed light at the other, is compared with a modified configuration using coherent light and a GKP state. While it is known that the squeezed
vacuum state is the optimal Gaussian resource input mode when paired with the coherent state, we show that the finite-energy GKP state with sufficiently broad envelope outperforms the squeezed
vacuum injection, irrespective of the presence of optical losses. This can be attributed to the enhanced robustness coming from the availability of multiple squeezed peaks in the GKP case. However, because lowering the mean
photon number reduces the GKP envelope width, the squeezed
vacuum input performs better when compared with a GKP state of equal or lower mean
photon number. We also observe that optical losses tend to diminish the relative advantage of either input state, since both states approach the (unsqueezed)
vacuum state asymptotically. Our work demonstrates the direct application of finite-energy GKP states in optical interferometry along with a methodology for estimating the
quantum Fisher information (QFI) and presents a phase estimation procedure using non-Gaussian resources in comparison with conventional Gaussian states.
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Physics and Society · Cross-listed from cs.AI
Adaptive Entangled Neurons in the Brain and Natural Intelligence Simulations for Artificial General Intelligence
Haochen Li, Xinshuai Guo, Jingdong Ouyang et al. (+2 more)
Understanding the
brain's mechanisms is crucial in neuroscience, particularly for simulating natural intelligence and advancing artificial general intelligence (AGI). Liu et al. (2024) and Deco et al. (2025) propose that
quantum entanglement may underlie the synchronization of millions of
neurons, introducing the Liu-Chen-Ao (LCA) hypothesis of entangled nerve fibers. However, directly testing this idea remains challenging. Here we employ a nonlocal many-body wave equation, introducing a generalized probability-wave framework to model collective behaviors among adaptive, interacting
agents, particles, or
neurons. This approach enables testable eigenmodes, offering an indirect means of examining the LCA hypothesis by observing patterns in collective trading behaviors. These patterns, rooted in behavioral psychology, are thought to mirror the internal
brain's decision-making and underlying mechanisms. Our analysis of Chinese intraday stock
market data shows that adaptive entangled game modes explain 82%-94% of decision patterns, sharply contrasting neoclassical finance predictions assuming independent rational
agents. Additionally, 2-12% of actions adapt to news, events, and environmental changes, marked by rapid
equilibrium shifts, while truly independent behaviors make up less than 5%. These results empirically support the LCA hypothesis and underscore the need to simulate the
brain's mechanisms and generate adaptive, entangled modules for AGI. They also expose the shortcomings of conventional artificial neural networks (ANNs) that depend on vast, opaque parameters. By combining ANN-based AI with probability-wave-based entangled
brain simulations, machine learning enables the creation of human-like processing units (HPUs). Such HPUs promise more efficient and robust AGI, particularly for
embodied intelligence and robotics.
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All authors Haochen Li, Xinshuai Guo, Jingdong Ouyang, Wei Zhang, Leilei Shi
Strongly Correlated Electrons
Hamiltonian fingerprints of a collective mode across the BCS-BEC crossover
Yogeshwar Prasad
Collective excitations can survive profound changes in the microscopic degrees of freedom that generate them. We track a layer-odd collective response from an exact weak-coupling hybridisation anchor into the paired regime of an attractive Hubbard
bilayer and find that its
Hamiltonian sensitivities evolve in a manner consistent with a crossover from single-particle interlayer hybridisation towards collective pair superexchange. At weak coupling, an exact identity for identical tunnel-coupled layers fixes a relative-phase Gaussian kernel zero at $2t_h$, independent of the intralayer hopping. Sign-free determinant
quantum Monte Carlo reveals an interaction-driven softening of the many-body spectral scale without analytic continuation, while Gaussian response theory supplies the continuous pole interpretation and shows a shift from layer-density to relative-pair-phase character. In the paired regime, the characteristic response scale acquires a growing fractional sensitivity to the intralayer hopping and an interaction dependence partway towards the $1/U$ law. These results show how a collective excitation can be tracked across a
fermion-to-composite-
boson crossover while constraining changes in its microscopic drive.
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Quantum Physics
From Bits to Qubits: The Theory and Practice of Quantum Data Encoding
Xiao-Ming Zhang, Arthur G. Rattew, Bujiao Wu et al. (+4 more)
Encoding classical data into
quantum systems is a foundational step in the execution of nearly all
quantum algorithms, and a critical bottleneck in realizing practical
quantum advantage. This review provides a comprehensive account of the concepts,
algorithms, and practical considerations associated with
quantum data encoding. We trace the development from its early conceptual foundations to recent advances, considering commonly used access models, such as
quantum state preparation,
unitary synthesis, QRAM and block encoding. We survey the
circuit size, depth, space-time tradeoffs, as well as non-Clifford resources required for fault-tolerant implementation. We also discuss the roles of different access models in
quantum algorithms. Special
attention is given to structured data, such as sparse data, Boolean functions and data represented by tensor networks. This review bridges theory and applications, serving both as a pedagogical guide for newcomers and as a reference for active researchers. We also highlight the pivotal role of
quantum data encoding in
quantum computing and provide insights into future directions that will enable
quantum advantage.
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All authors Xiao-Ming Zhang, Arthur G. Rattew, Bujiao Wu, Georgios Styliaris, Xiaoming Sun, Bálint Koczor, Xiao Yuan
Statistical Mechanics
Leveraged Learning: entropy cleared per bit received
Daniel Chernowitz
An expository essay containing some new results. A learner holds a prior belief over Boolean maps that answer a finite set of $Q$ questions, and receives answers one by one. Each answer carries surprisal and can clear predictive uncertainty about both the question asked and questions still unasked. We quantify this effect by the leverage: table
entropy cleared per bit of surprisal received. Taking expectations over the truth prior and the question order, define the aggregate leverage as the ratio of expected uncertainty cleared to expected surprisal received. It equals one for independent answers and can exceed one for correlated answers. At finite size, this ratio is determined exactly by a single sequence: the mean
entropy $G_\ell$ of the answers to $\ell$ questions. As the number of input bits grows at fixed asked fraction $t=\ell/Q$, a limiting increment profile $\gamma(t)$ determines the macroscopic learning curve. With $\eta_0$ the limiting initial
entropy per question, the leverage becomes $L(t)= \frac{\eta_0-(1-t)\gamma(t)} {\int_0^t\gamma(x),dx}$. For exchangeable priors, de Finetti's representation gives a constant bulk profile $\gamma(t)$: deduction is confined to a boundary layer at $t=0$, and the leverage is forced to a
hyperbolic form, as surprisal grows linearly. By contrast, we construct a simplicity prior with nontrivial bulk learning by grading Boolean maps by their
polynomial degree over $\mathbb{F}_2$ and allocating weight across degree classes through a CDF $F$. Reed-Muller capacity then yields $\gamma(t)=1-F(t)$. This realizes any nonincreasing profile taking values in $[0,1]$, together with the corresponding macroscopic leverage curve.
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High Energy Physics (Phenomenology)
Revisiting two-body charmed anti-charmed baryonic $B$ decays
Chun-Khiang Chua
The study of two-body charmed anti-charmed baryonic $\overline B\to {\bf B}_c \overline {\bf B}_c$ decays using the topological amplitude approach is revisited. We include the $b\to u\bar u q$ contributions, in addition to the $b\to c\bar c q$ contributions, to these decays. The topological decomposition of $\overline B\to {\bf B}_c(\bf {\bar 3_f}) \overline {\bf B}_c(\bf { 3_f})$, ${\bf B}_c(\bf 6_f) \overline {\bf B}_c(\bf { 3_f})$, ${\bf B}_c(\bf {\bar 3_f}) \overline {\bf B}_c(\bf {\bar 6_f})$ and ${\bf B}_c(\bf 6_f) \overline {\bf B}_c(\bf {\bar 6_f})$ decay amplitudes are updated accordingly. Although the $b\to u\bar u q$ contributions are Cabibbo-Kobayashi-Maskawa (CKM) suppressed in $\Delta S=-1$ transitions, their effects are significantly amplified in $\Delta S=0$ transitions, as the relative size of the CKM factors in $b\to u\bar u q$ and $b\to c\bar c q$ contributions in $\Delta S=0$ transitions is enlarged by $\lambda^{-2}$, roughly a factor of 20, from the one in $\Delta S=-1$ transitions. Present data in $\overline B\to {\bf B}_c(\bf {\bar 3_f}) \overline {\bf B}_c(\bf { 3_f})$ decay rates allow or even slightly prefer non-negligible $b\to u\bar u q$ contributions. These $b\to u\bar u q$ contributions can allow much larger rates for $B^-\to \Xi_c^0 \bar \Xi_c^{-}$, $\overline B{}_s^0\to \Lambda_c^+ \bar \Xi_c^{-}$ and $\overline B{}^0\to \Xi_c^+ \bar \Xi_c^{-}$ decays than those only have $b\to c\bar c d$ contributions. Several modes containing only $b\to u\bar u q$ contributions in $\overline B\to {\bf B}_c(\bf 6_f) \overline {\bf B}_c(\bf { 3_f})$, ${\bf B}_c(\bf {\bar 3_f}) \overline {\bf B}_c(\bf {\bar 6_f})$ decays are also identified. Measuring these decays will be interesting and useful in clarifying the role of $b\to u\bar u q$ contributions in two-body charmed anti-charmed baryonic $\overline B$ decays.
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High Energy Physics (Theory)
Fortuitous ABJM Operators as Black Holes
Connor Behan and Leonardo Pipolo de Gioia
Given a superconformal gauge theory at a fixed loop order, BPS states can be studied in two ways — by enumerating
cohomology classes of a nilpotent supercharge or by diagonalizing the anomalous dimension
matrix. The second one allows for a deeper look at how
holographic theories distinguish between operators based on whether they are dual to horizonless geometries or black holes. To this end, we carry out the diagonalization in $\mathrm{U}(N)_k \times \mathrm{U}(N)_{-k}$ ABJM theory with $N$ as a formal parameter. This makes it possible to define trajectories of operators and focus on the fortuitous ones which are characterized by being BPS at only finitely many values of $N$. In contrast to $\mathcal{N} = 4$ Super Yang-Mills, where it has been numerically prohibitive to study more than one of these, ABJM gives us access to 16 such trajectories along with their descendants. We show that they take an especially simple form at large $N$ where they agree with the predictions of integrability. We also show that many of them, as with black holes, can only be dressed by certain types of gravitons and comment on how this exercise in
cohomology also has implications for properties of the full operators. Finally, we show that the gap to the first non-BPS state in ABJM theory qualitatively differs from that of $\mathcal{N} = 4$ Super Yang-Mills in the expected way.
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Plasma Physics
Runaway electron control by self-excited waves
Kun Huang and Boris Breizman
Runaway-electron avalanches in tokamak
plasmas can be limited by kinetic instabilities driven by the non-Maxwellian runaway distribution. We formulate a reduced model for the quasi-steady state in which the total
plasma current and bulk electron temperature are prescribed, while the inductive electric field is determined self-consistently from the partition between Ohmic bulk current and runaway-electron current. Because the wave growth time is short compared with the current-decay time, we consider a marginal-stability regime, in which whistler-wave drive by the runaway electrons balances collisional damping. The resulting states separate into three regimes: a subcritical Ohmic regime without an avalanche, an avalanche regime in which runaway growth relaxes the inductive field to the avalanche threshold, and an instability-regulated regime in which self-excited whistler waves enhance momentum-space
diffusion and limit the runaway current. In the instability-regulated regime, the whistler wave spectrum forms a narrow ridge, and low-energy runaway electrons carry most of the runaway current.
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Quantum Physics
Quantum magnonics with engineered dissipative and coherent interactions
Debsuvra Mukhopadhyay, Jayakrishnan M. P. Nair and Girish S. Agarwal
Cavity magnonics is moving beyond the conventional paradigm of coherent
spin–
photon hybridization toward the controlled engineering of dissipative and coherent interactions, Floquet dynamics, and
quantum fluctuations. This Perspective examines how these ingredients reshape collective dynamics and open new avenues for
quantum state engineering, transport, and sensing. We discuss the role of dissipative coupling and anti-$\mathcal{PT}$
symmetry in enabling long-lived collective modes and enhanced spectral response, and highlight Floquet engineering as a means of engineering nonreciprocal transport and phase-controlled interactions. We then review recent progress in
quantum magnonics, ranging from squeezed and entangled
magnon states, including the squeezing of thermal
magnons, to prospective schemes for preparing magnonic Schrödinger-cat states. We also discuss how parametric driving and active gain strongly modify hybrid susceptibilities and amplify
magnon–
photon response. These advances expand the scope of cavity magnonics beyond conventional polariton physics, establishing it as a versatile platform for sensing, transduction,
spin transport, and hybrid
quantum technologies.
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Applied Physics
Capacitance of Undoped Thin-Film Diodes
Oskar J. Sandberg, Mathias Nyman, Stefan Zeiske et al. (+3 more)
The capacitance of thin-film diodes based on undoped
semiconductors are dominated by injected charge carriers rather than doping-induced carriers. However, an analytical framework of the capacitance in these devices has remained elusive. Here, we derive an analytical description of the capacitance, fully accounting for injected charge carrier and electrode charge effects. Based on these findings, a method to extract the built-in voltage in these devices is presented. The theoretical framework is substantiated numerically by drift-
diffusion simulations and experimentally on organic
solar cells.
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All authors Oskar J. Sandberg, Mathias Nyman, Stefan Zeiske, Staffan Dahlstrom, Johannes Benduhn, Ardalan Armin
Solar and Stellar Astrophysics
Tidally perturbed pulsations in OO Dra
Niveditha Parthasarathy, Mikhail Kovalev and Randa Asa'd
We perform a pulsation analysis of OO Dra using Light Curve data from TESS and present the first identification of six dipole modes as doublets from the primary
star in OO Dra. The phases and amplitudes of these pulsation modes were analytically reconstructed. Among the six identified doublets, four are pulsating in $Y_{10x}$ mode with pulsation axis along the
tidal axis, and two in $Y_{10y}$ with a pulsation axis orthogonal to
tidal axis and the angular momentum axis. Our findings suggest that the primary
star in a non-synchronized, post mass-transfer OO Dra could be a tidally tilted $\delta$ Scuti pulsator.
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Mathematical Physics · Cross-listed from math.NA
GridapGeosciences.jl: A Julia finite element package for partial differential equations on general manifolds
Tamara A. Tambyah, Alberto F. Martín, David Lee et al. (+1 more)
We present GridapGeosciences$.$jl, a new parallel distributed-
memory Julia package for the numerical approximation of partial differential equations on general
manifolds. Our abstract approach to generating discrete
manifold domains relies on mesh refinement in general, and is implemented within the Gridap finite element library, whose high-level interface enables seamless definition of both intrinsic and extrinsic variational formulations. GridapGeosciences$.$jl features the cubed sphere
manifold, which is used in this study to showcase the functionality of GridapGeosciences$.$jl in different applications. The first application involves scalar transport where we develop intrinsic formulations of common stabilisation terms, which are shown to be equivalent to well-known extrinsic stabilisation formalisations. Such stabilisation terms are used to develop an intrinsic formulation of the two-dimensional thermal shallow water equations that includes upwinded numerical fluxes. The final application is a linearisation of the Boussinesq equations where we demonstrate the capacity of GridapGeosciences$.$jl to capture both surface and vertical dynamics on a three-dimensional
manifold.
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All authors Tamara A. Tambyah, Alberto F. Martín, David Lee, Santiago Badia
Quantum Physics
Sklar's Theorem and Quantum State Reconstruction from All-Context Dependence
Yi-Yu Lin
Sklar's
theorem separates the marginals of a joint distribution from its dependence structure. We apply this viewpoint to Born statistics generated by local
quantum measurements. For non-product two-
qubit states, the dependence
nuclei over all local binary projective measurement contexts determine the state up to at most a discrete double-
spin-flip ambiguity. The corresponding scalar optimization, combined with the
quantum total correlation, reproduces global
quantum discord.
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Medical Physics
Reducing Hydrocephalus Shunt Revision Rates: A Computational Fluid Dynamics Study on Catheter Hole Design
Omar Said, Mingzi Li and Hanyu Gan
Proximal shunt obstruction is the leading cause of ventriculoperitoneal (VP) shunt failure in pediatric hydrocephalus and is closely tied to the near-wall shear environment at drainage holes. We used computational fluid dynamics (COMSOL) to decouple local wall-shear-stress (WSS) control via catheter-tip geometry from global drainage control via a valve opening. A cylindrical ventricle domain with Newtonian CSF ($\rho$ = 1000 kg/m$^3$, $\mu$ = 1 mPa$\cdot$s) and $\Delta P \approx$ 10 mmHg was solved under laminar Navier-Stokes flow while sweeping distal hole spacing, hole count/diameter, and a simplified valve constriction. Mesh-independence was achieved (minimum element size $\approx$ 0.021 mm; distal-hole velocity converged to $\approx$ 1.18$\times10^{-3}$ m/s). Perpendicular separation of the two most distal holes increased total
outflow by $\approx$ 22% (2 mm vs 0.5 mm) and raised distal lateral-wall WSS by $\approx$ 19%, whereas longitudinal shifts of upstream holes produced only small changes. A valve opening near 0.166-0.17 mm set system drainage to $\approx$ 20 mL/h across geometries, indicating capacity is valve-limited while local WSS is geometry-controlled. The selected tip uses two conical holes (0.5 mm ID) in four rows with 1.4 mm spacing, concentrating WSS at the distal lateral walls, the surfaces where obstruction occurs, without exceeding clinical drainage targets. These findings yield design rules: prioritize distal-pair spacing, reduce hole count with smaller conical openings to elevate protective WSS, and regulate
outflow with the valve. The framework provides a clear path to benchtop validation, long-term adhesion assays under mapped WSS, and anatomically realistic CFD.
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Mathematical Physics · Cross-listed from math.DS
New Symbolic Procedures in the Study of Dynamical Systems
Daniel Condurache
The thesis develops symbolic representations of dynamical systems in finite-dimensional commutative real
algebras. The algebraic framework (orthogonal idempotents, zero divisors, and the structure of finite-order
algebras) supports
algebra-valued
Fourier and Laplace transforms and Walsh-function-based system identification. The methods yield exact, coordinate-free vectorial solutions for motion in non-inertial reference frames, including a generalized Larmor
theorem, the Foucault pendulum, motion in central positional-force fields, and the two-body problem in arbitrarily rotating reference frames. This English edition is an audited LaTeX reconstruction of the 1995 original, with an editorial note documenting provenance.
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Mesoscale and Nanoscale Physics
Nonlinear Topological Orbital Responses of Antiferromagnetic Skyrmions
Amir N. Zarezad, Arne Brataas and Alireza Qaiumzadeh
Antiferromagnetic skyrmions evade the skyrmion
Hall effect, but compensation suppresses their conventional topological charge
Hall signal. We predict a semiclassical nonlinear topological orbital response of an isolated skyrmion in a $\mathcal{PT}$-symmetric hexagonal antiferromagnet without
spin-orbit coupling. In the diffusive, weak-emergent-field regime, the
spin-dependent emergent Lorentz force reshapes the carrier distribution, generating a local orbital
Hall-current correction and a local orbital accumulation, both quadratic in the applied electric field. The current correction requires
spin-asymmetric longitudinal scattering, whereas the accumulation survives
spin-symmetric scattering. When the
spin-
diffusion length greatly exceeds the strip width, the current correction persists while the accumulation approaches zero. Both signals are even under electric-field reversal, odd under reversal of the skyrmion topological charge $Q$, and helicity independent within this model. These
symmetries enable rectified detection and distinguish this mechanism from the $Q$-even
quantum-regime topological orbital
Hall effect.
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Quantum Physics
Learned Diffractive Optics for Quantum-Optimal Inference
Matthew J. Filipovich, Alexander Duplinskii and A.I. Lvovsky
Quantum mechanics sets the ultimate bounds on
photon-limited sensing, yet practical measurements attaining these bounds are known only in special cases. This is particularly the case for visual sensing problems, where the goal is to infer features of a distant object based on the spatial structure of the light field it emits or reflects. Because of the potentially complex structure of such objects and fields, constructing optimal measurements on them is a challenging task. Here, we apply learned diffractive optics to state discrimination and parameter estimation of coherent and diffraction-limited incoherent light fields under a restricted
photon budget. Optimized directly on each task's figure of merit, without prior knowledge of the optimal measurement, the physically realizable diffractive optical neural networks substantially outperform standard measurements and approach the
quantum limits for a given number of
photons as well as in the asymptotic limit.
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Solar and Stellar Astrophysics
Investigating Potential Relationships Between Mass Transfer Indicators and $\delta$ Scuti Pulsations in oEA Systems
E. Çelik and F. Kahraman Aliçavuş
We explored potential associations between ongoing mass transfer and the pulsation properties of $\delta$ Scuti primaries in a sample of 17 oscillating eclipsing Algol systems. For this purpose, we combined binary modelling, updated O-C analyses, and frequency characterization based on TESS photometry. To ensure homogeneity, the $T_{\rm eff}$ of the components were derived using a consistent SED fitting approach. From the binary solutions and O-C diagrams, we determined the mass transfer indicators (Q, dP/dt, and dM/dt) and examined their relations with the dominant pulsation period and amplitude. For the full sample, the results indicate weak to moderate positive trends, with the strongest relation found between logdP/dt and logPpuls, while the relations involving dM/dt and pulsation amplitudes are weaker and statistically insignificant. After excluding the two prominent outliers, R CMa and BW Del, the correlations between logPpuls and the mass transfer indicators become statistically more significant, including relations with dP/dt, Q, and dM/dt under both conservative and non-conservative assumptions. These relationships may reflect the indirect effects of mass transfer on the structure of the accreting primary and on the orbital configuration, potentially reducing
tidal constraints and allowing shifts toward longer pulsation periods. However, the large dispersion and limited sample size indicate that these relationships remain poorly constrained. Our results suggest that pulsation properties are primarily governed by intrinsic
stellar parameters and the well established Porb-Ppuls relation, while ongoing mass transfer may contribute as a secondary factor. Although the present sample does not allow firm conclusions regarding the role of mass transfer, this study provides a homogeneous observational framework for future investigations based on larger samples and improved constraints.
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Solar and Stellar Astrophysics
The Association of Solar Radio Bursts with Eruptive and Confined Flares
Stephen M. White, Maria D. Kazachenko and Edward W. Cliver
We classify the metric
radio emission associated with eruptive (CME-associated) and confined
flares using the sample of events between 2010 and 2016 identified by Kazachenko (2023). We find striking differences in the occurrence of
radio bursts between the two classes of
flare: for soft X-ray
flare sizes above M1.4, confined
flares largely lack Type II (1% association rate) and Type IV (6%) emission. Approximately 15% of the sample of $\geq$M1.4 confined
flares are associated with impulsive-phase Type III bursts. On the other hand, eruptive
flares are associated with Type II, Type III (both impulsive and late phase), and Type IV bursts 45-60% of the time. The different types of
radio burst are associated with different drivers (IIIs with electron beams, IIs with shocks, IVs with post-
flare loops), so it is striking that the connection of all three burst types to eruptive
flares is so pronounced. These results can be interpreted in terms of the reconnection
topology of the principle candidate
flare types, viz., reconnection between closed field lines for confined
flares and X-point reconnection in a CSHKP model for eruptive
flares, with interchange reconnection for jet-type
flares and Type III bursts.
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Biological Physics
Transcription rate dynamics and RNA copy number noise: General relations and data-driven predictions
Amara McCune, Ido Golding, Shlomi Reuveni et al. (+1 more)
Stochastic models of gene expression typically begin with a microscopic model of transcription and propagate its statistics to the RNA distribution. Here we develop a doubly
stochastic framework in which RNA production is Poisson conditional on a time-varying transcription rate $\lambda(t)$. For RNA lifetimes drawn independently from an arbitrary finite-mean distribution, we derive the RNA Fano factor in terms of the lifetime survival function and the autocovariance of $\lambda(t)$. For a Poisson degradation process with rate $\mu$, the survival kernel provides an exponential temporal filter, and the result depends only on the mean, variance, and normalized autocorrelation of $\lambda(t)$. These quantities may be calculated from an explicit rate model or, under ergodicity and adequate sampling, estimated from a sufficiently long rate trajectory. We validate the data-driven
estimator using simulated transcription-rate trajectories, without supplying the known autocorrelation to the
estimator. We also obtain exact analytical results for transcription-rate dynamics modeled by a discrete M/M/1 process and by drift-
diffusion with reflecting, periodic, or first-passage-reset boundaries, and verify each result by direct simulation of the coupled transcription-rate and RNA copy-number processes.
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All authors Amara McCune, Ido Golding, Shlomi Reuveni, Sarah Kostinski
Adaptation and Self-Organizing Systems · Cross-listed from math.DS
Exact Fragmentation and Terminal-Cluster Selection in One-Dimensional Finite-Range Normalized Alignment
Jiangning Chen
Finite-range
alignment can end either in a single flock or in several noninteracting clusters, yet convergence results rarely determine which outcome follows from a given finite-particle state. We study a one-dimensional normalized
alignment model with a hard interaction cut-off and obtain exact predictions in an expansive regime. Velocity order is invariant, so pair separations are nondecreasing and the communication graph evolves through finitely many irreversible edge deletions. On each fixed graph, the group inverse of the random-walk
Laplacian gives the total relative displacement remaining before relaxation. Comparing this displacement with the available interaction slack selects the next deletion and yields a finite recursion for the complete switching sequence, terminal partition, limiting cluster velocities, and internal geometry. For path configurations, an explicit Green kernel gives a necessary-and-sufficient fragmentation criterion and a sharp critical
alignment rate, including asymptotic boundary contact at criticality. A spectral-
geometric condition extends the theory to an open set of initially nonordered velocities, while a common self-weight extension covers both self-excluding and self-including local averages. Numerical computations reproduce the thresholds and multi-event cascades. The results provide an exact finite-size theory of fragmentation and terminal state selection for a class of finite-range interacting particle systems.
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Astrophysics of Galaxies
Origins of complex organic molecules in L1551 IRS 5: Interplay of thermal heating and accretion shocks
Ji-hyun Kang, Jeong-Eun Lee, Seokho Lee et al. (+1 more)
Complex organic molecules (COMs) are typically observed in the warm inner envelopes of Class 0 protostars. In more evolved Class I sources, COM emission is confined to the compact inner disk and obscured by high
dust opacity, but the FU Orionis-type binary L1551 IRS 5 offers a valuable opportunity to probe disk chemistry, as its outburst luminosity thermally sublimates ices out to large radii. We sought to spatially resolve the origins of COMs in this system to distinguish between central radiative heating and shock-induced chemistry driven by heterogeneous
accretion pathways. We analyzed high-angular-resolution ALMA archival data, focusing on COMs (e.g., CH3OH, CH3OCHO) and the shock tracer SO, and compared their spatial morphologies and kinematics to diagnose the excitation conditions associated with different
accretion flows. We find that the COM emission in L1551 IRS 5 arises from both radiative heating and localized
accretion shocks. In the northern source, the widespread low-excitation COM emission is primarily consistent with thermal heating by the recent outburst. This source also exhibits dual-mode
accretion with distinct chemical signatures, with COMs along the spiral arm tracing steady equatorial circumbinary disk-to-circumstellar disk
accretion and high-excitation COMs with bright SO along the eastern disk surface tracing a vertical envelope-to-disk streamer impact. In the southern source, methanol is confined to the southeastern streamer impact site, whereas SO forms a ring-like structure at the
tidal truncation radius. We attribute this difference to differential chemical survival timescales. L1551 IRS 5 thus serves as an ideal laboratory to investigate how shock chemistry and binary-regulated
accretion shape the chemical structure of protostellar disks.
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All authors Ji-hyun Kang, Jeong-Eun Lee, Seokho Lee, Shigehisa Takakuwa
Optics
Beam angle-locked loop in laser interferometry
Daikang Wei, Christoph Bode, Vitali Müller et al. (+2 more)
Maintaining precise beam coalignment is essential in
laser interferometry, particularly for interspacecraft missions where angular misalignments introduce tilt-to-length coupling noise and risk complete link failure. This work presents a comprehensive theoretical and experimental framework for the beam angle-locked loop, which maintains coalignment between two interfering beams. Minute angular misalignments are detected via differential wavefront-sensing signals, which are used as the error signal for feedback control. A detailed linear control model incorporating an angle detector, a digital filter, a proportional-integral-double-integral servo, a digital-to-analog converter, and a beam-steering mechanism is developed. Using loop transfer functions, we establish a noise-propagation model that quantifies the contributions of individual components to both out-of-loop and in-loop angle errors. The analytical results are experimentally validated using a transponder-based interferometric link spanning two optical benches, with a hexapod simulating spacecraft attitude jitter. The measured transfer functions and coalignment performance agree well with theoretical predictions, yielding a pointing stability better than 10 urad$/\sqrt{\text{Hz}}$ between 0.2 mHz and 1 Hz. Furthermore, a loop-optimization strategy is demonstrated to minimize angle misalignment within a target frequency band by tuning the servo gain, without requiring hardware modifications. This validated framework provides a reliable architecture for designing and optimizing active beam
alignment in
laser interferometry.
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All authors Daikang Wei, Christoph Bode, Vitali Müller, Juan José Esteban Delgado, Gerhard Heinzel
Cosmology and Nongalactic Astrophysics
Interacting fluid cosmologies from the metric-affine framework
Fotios K. Anagnostopoulos and Damianos Iosifidis
Metric-affine
gravity provides a natural
geometric framework in which spacetime
curvature, torsion, and non-metricity are treated as independent degrees of freedom, leading to novel cosmological dynamics beyond General Relativity. A generic consequence of such theories is the emergence of effective interactions among the cosmological fluids, even in the absence of explicit phenomenological couplings. Interestingly, the above happens while the Standard Model of Particle physics remains unmodified. In this work, we investigate interacting cosmological models that arise from metric-affine
gravity and analyze their implications for the background
evolution of the Universe. We derive the modified continuity equations governing the matter, radiation, and dark-energy components, highlighting the
geometric origin of energy exchange in the dark sector. We discuss how these interactions modify the expansion history and can effectively mimic evolving dark-energy behavior. The resulting cosmological scenarios are confronted with the most recent observational data from Type Ia
Supernovae (Pantheon+),
Cosmic Chronometers, and
Baryon Acoustic Oscillations (DESI DR2). Moreover, using model selection criteria, e.g., Akaike Information Criterion,
Bayesian Information Criterion and the
Bayesian Evidence, we compare the aforementioned models against the standard $\Lambda$CDM model. We find that the proposed framework performs slightly better than $\Lambda CDM$, in the light of the data sets considered here. Our analysis demonstrates that metric-affine-induced interactions constitute a viable and theoretically motivated alternative for the description of the Universe.
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Cosmology and Nongalactic Astrophysics
Non-linear Pairwise Velocities as a Cosmological Probe
Mariana Jaber, Antonela Taverna, Rasmus Strid et al. (+1 more)
Peculiar velocities trace gravitational dynamics directly, complementing density-based clustering as wide-field spectroscopic surveys (DESI, Euclid, PFS) and kinetic Sunyaev-Zel'dovich (kSZ) measurements enter the precision era. Observational analyses of pairwise velocities and the pairwise kSZ signal remain largely restricted to linear and quasi-linear scales ($\gtrsim20-30$ $h^{-1}Mpc$), despite substantial cosmological information available at smaller separations. We present a simulation-calibrated likelihood for $v_{12}(r,a)$, built on the exact pair conservation equation and PyCAMB HMcode-2020 non-linear clustering, and validate it against the QUIJOTE and TNG300-3 suites across resolution, particle sampling, box size, and
redshift. Using QUIJOTE, we show that extending the fit to non-linear scales tightens the $1\sigma$ uncertainty on $\Omega_\mathrm{m}$ and $\sigma_8$ by $74\%$ and $81\%$ at $z=0.5$ ($r_{\rm min}=4$ $h^{-1}Mpc$), and by $70\%$ and $74\%$ at $z=0$ ($r_{\rm min}=8$ $h^{-1}Mpc$), relative to the linear-regime baseline ($r_{\rm min}=50$ $h^{-1}Mpc$) (all at fixed $r_{max}=140$ $h^{-1}Mpc$); $\sigma(f\sigma_8)$ tightens by up to $86\%$, and the joint $\Omega_\mathrm{m}$-$f\sigma_8$ Figure-of-Merit improves by up to $9.1\times$ relative to the same baseline. These constraints are conditional on $h$ fixed at its QUIJOTE fiducial value, due to a near-degenerate response with $\sigma_8$; jointly sampling $h$ shifts and widens them substantially. This framework provides a validated route to exploiting that information in upcoming direct peculiar-velocity,
redshift-space, and kSZ analyses.
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All authors Mariana Jaber, Antonela Taverna, Rasmus Strid, Wojciech A. Hellwing
Soft Condensed Matter
Substrate-induced crystallisation in polymers: Exceptional impact of prefreezing versus heterogeneous nucleation on kinetics and morphology
Marthinus van Niekerk, Muhammad Tariq and Oleksandr Dolynchuk
Crystallisation of
liquids often occurs at solid surfaces, via heterogeneous nucleation or prefreezing. Understanding this process is crucial for controlling
crystal morphology in thin films and developing efficient nucleating
agents - especially for
polymers, typically processed in a molten state. However, the efficiency of nucleation and prefreezing with respect to crystallisation kinetics and semicrystalline
polymer morphology has not been well studied and remains unclear. Here, we address this challenge by conducting a systematic study of substrate-induced crystallisation in dewetted droplets of the model
polymer poly($\varepsilon$-caprolactone) (PCL) on various crystalline and amorphous substrates. Using polarized light optical microscopy, droplet crystallisation temperature was monitored and varied across the substrates, revealing three scenarios: close-to-homogeneous nucleation on glass and silicon; heterogeneous nucleation on ordered and disordered carbon-rich substrates; and prefreezing on
graphene. The temperature-dependent nucleation rate was analysed and found to obey classical nucleation theory for all systems except PCL on
graphene, where it diverges as all the droplets crystallise simultaneously. The highest in- and out-of-plane PCL
crystal orientation is found on
graphene, where the epitaxially grown lamellae extend vertically over several hundred nanometres. These results demonstrate that prefreezing has a superior influence on crystallisation kinetics and
crystal morphology, making prefreezing substrates perfect nucleating
agents.
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Quantum Physics
Quantum Wavefunction Augmentation via Variational Autoencoders
Sonaldeep Halder, Chayan Patra and Rahul Maitra
Sample-based
quantum diagonalization (SQD) has emerged as a promising route for
quantum-centric supercomputing, relying on classical diagonalization of the molecular
Hamiltonian within a hardware-sampled determinant subspace. However, its accuracy degrades in strongly correlated regimes where the relevant determinant space exceeds what finite-shot sampling can capture. In this work, we introduce
Quantum Wavefunction Augmentation via Variational Autoencoders (Q-WAVE), a hybrid method that combines determinants sampled via SqDRIFT Krylov
circuits and configuration interaction singles and doubles (CISD) determinants with generative machine learning. Using a custom $\beta$-annealed variational autoencoder (VAE) model, Q-WAVE iteratively expands this basis toward the variational ground state. The VAE learns the wavefunction's primary support structure from the combined hardware and CISD seed in a continuous latent space, generating new dominant determinants beyond any fixed excitation hierarchy. The resulting compact wavefunction exceeds what can be extracted from raw hardware samples alone. We demonstrate sub-millihartree accuracy compared to full configuration interaction for $\text{H}_2\text{O}$ and $\text{N}_2$ dissociation. Finally, we establish Q-WAVE's scalability on a 52-
qubit ethylene system (achieving sub-millihartree accuracy versus CCSD(T)) and a highly correlated 60-
qubit $\text{Cr}_2$ stress test that attains chemical accuracy upon a final perturbative correction.
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