Other Condensed Matter · Cross-listed from hep-th
On the dilaton gravity of analogue black holes
Paolo Castorina, Alfredo Iorio, Jakub Kriš et al. (+1 more)
We investigate which dilaton
gravity models can reproduce the typical two dimensional analogue black holes realized in platforms such as superconducting
quantum circuits. We identify the most reasonable assumptions these models must satisfy, and determine the dilaton models for which the state-dependence of the Hawking temperature, T, can be switched on and off, a feature that is absent in four dimensional black holes. When the analogue black hole exhibits state-independent temperature, as in the cases considered here, the kinematics governing T decouples from the dynamics underlying S. Our numerical analysis reveals that the given analogue black holes do not correspond to known dilaton
gravity models, limiting their usefulness for extracting theoretical insights. We then show that the logic can be easily reversed: starting from established well known dilaton models, one can derive the conditions that laboratory implementations must satisfy. This shifts the challenge from the theoretical perspective to the experimental realization.
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All authors Paolo Castorina, Alfredo Iorio, Jakub Kriš, Mohaddese Shams Nejati
Strongly Correlated Electrons · Cross-listed from quant-ph
A passive self-correcting quantum memory in three dimensions
Shankar Balasubramanian, Margarita Davydova and Ting-Chun Lin
We construct a 3D Pauli stabilizer
Hamiltonian whose ground state space can encode a
qubit for exponential time when coupled to a bath at non-zero temperature. Our construction recursively applies a sequence of transformations to a seed
Hamiltonian that increases the
memory lifetime of the encoded
qubit while maintaining
geometric locality in $\mathbb{R}^3$.
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Mesoscale and Nanoscale Physics · Cross-listed from quant-ph
Crystallographic Symmetry Generates Phononic Holonomic Gates with Biased-Erasure Channels
El Mustapha Mansouri and Keigo Arai
Solid-state processors require control layers whose errors are legible to
quantum-error-correction decoders. We show that crystallographic
symmetry can provide such a layer in strain-active Lambda
manifolds. When the projected strain tensor and Lambda-transition operators share a multiplicity-one two-dimensional irreducible representation,
symmetry fixes the linear strain interaction to a scalar dot product. Two phase-locked mechanical modes synthesize a circular strain field, enabling complex phononic Lambda-leg control without local microwave near fields. On this
manifold we construct a superadiabatic echo-lune holonomic gate using Lambda-leg control and a resonant double-
quantum counterdiabatic tone. Rotating-frame simulations of a nitrogen-vacancy center give 99.88% conditional average fidelity in 1.833 microseconds, or 99.40% when leakage is counted as error. A resonant gigahertz high-overtone bulk acoustic resonator analysis translates the
Hamiltonian into Rabi-rate, linewidth, and envelope-tracking requirements. The bright-state structure organizes noise: A2-sector perturbations are parity-filtered into an optically distinguishable auxiliary state, whereas transverse E-sector faults are echo suppressed and retained as a decoder stress axis. The extracted channel has 0.47% erasure probability and 0.168% residual Z error. In XZZX code-capacity simulations, this biased-erasure model yields a nominal 64% fit-extrapolated data-
qubit reduction relative to an unstructured Rabi baseline. Repeated-round detector-model diagnostics preserve the nominal distance-9 proxy and identify missed erasures, transverse floors, leakage/flag timing, and strong crosstalk as validation limits. Extensions to orbital Lambda systems and bright-projector
phonon-bus diagnostics identify crystallographic
symmetry as a principle for co-designing phononic actuation, leakage, noise bias, and
quantum decoding.
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Strongly Correlated Electrons · Cross-listed from hep-th
Parafermionizing the Monster
Yamato Honda, Justin Kaidi and Ippo Orii
We study the parafermionization of the Monster CFT with respect to its $\mathbb{Z}_{pA}$ subgroups, with $p$ an odd
prime. Under certain assumptions, we show that the parafermionization is equal to a non-invertible gauging of $\mathcal{P}(p) \times \mathcal{P}(p)^\vee$, where $\mathcal{P}(p)$ is the theory of $\mathbb{Z}_p$-parafermions and $\mathcal{P}(p)^\vee$ is an appropriate dual theory, with global
symmetry characterized by the centralizer of $\mathbb{Z}_{pA}$. By tracking the
symmetries of $\mathcal{P}(p) \times \mathcal{P}(p)^\vee$ through the non-invertible gauging, we argue that the diagonal Monster CFT has $\mathrm{Rep}(\mathfrak{so}(3)_p) \boxtimes \mathrm{Rep}(\mathfrak{so}(3)_p)^\mathrm{op}$
symmetry, and hence that the holomorphic Monster theory has
symmetry $\mathrm{Rep}(\mathfrak{so}(3)_p)$. We then compute the defect McKay-Thompson series associated to these
symmetries, and prove that their invariance subgroups are $\Gamma_1(p+2)$.
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Other Condensed Matter · Cross-listed from quant-ph
Emergence of synthetic twist defects in the surface code under local perturbation
Paul Kairys and Phillip C. Lotshaw
Topologically-ordered
quantum states with Abelian excitations can host defects that obey effective non-Abelian statistics, in principle allowing for
quantum information processing via defect braiding. These extrinsic defects (or twists) are typically studied as static features of the
lattice. However, an alternative proposal considers how an underlying topologically ordered
quantum substrate can be locally perturbed to create and manipulate synthetic defects \cite{you_synthetic_2013}. Unfortunately, while largely referenced, elements of this proposal were never systematically studied. Understanding the energy spectrum is particularly important in finite size and finitely perturbed systems, which are crucial for experimental realizations. In this work we announce a significant step in this direction by explicitly constructing, simplifying, and numerically studying the spectral properties of synthetic defects in a model system. First, we introduce two alternative representations of this problem in both
spin and Majorana
languages. In the former we describe emergent virtual
symmetries which constrain and simplify the problem and in the latter we show a direct connection to Kitaev's well-known Majorana chain. We utilize these simplifications to perform numerical calculations to indicate the location of the
quantum phase transition driving the emergence of the synthetic defects. We conclude by discussing key steps for future work to more clearly and completely study this phenomena.
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Superconductivity · Cross-listed from physics.acc-ph
The Canted Cosine Theta HTS Sextupole Demonstrator for FCC-ee
M. Koratzinos, F. Bardi, V. Batsari et al. (+4 more)
A single-aperture, two-layer Canted-Cosine-Theta (CCT) sextupole magnet using high-temperature superconducting (HTS) ReBCO tape has been developed for the short straight sections (SSS) of FCC through the FCCee-HTS4 project. The magnet was designed, manufactured and tested under cryogenic conditions. Two HTS tapes from two manufacturers have been qualified for this specific application. Design and manufacturing details and cryogenic temperature measurements are presented. This demonstrator represents the first HTS CCT magnet ever constructed.
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All authors M. Koratzinos, F. Bardi, V. Batsari, I. Dimoulios, O. Kuhlmann, A. Thabuis, M. Duda
Disordered Systems and Neural Networks · Cross-listed from stat.ML
Factual recall in linear associative memories: sharp asymptotics and mechanistic insights
Alessio Giorlandino, Sebastian Goldt and Antoine Maillard
Large
language models demonstrate remarkable ability in factual recall, yet the fundamental limits of storing and retrieving input–output associations with neural networks remain unclear. We study these limits in a minimal setting: a linear associative
memory that maps $p$ input
embeddings in $\mathbb{R}^d$ to their corresponding~$d$-dimensional targets via a single layer, requiring each mapped input to be well separated from all other targets. Unlike in supervised classification, this strict separation induces~$p$ constraints per association and produces strong correlations between constraints that make a direct characterisation of the storage capacity difficult. Here, we provide a precise characterisation of this capacity in the following way. We first introduce a decoupled model in which each input has its own independent set of competing outputs, and provide numerical and analytical evidence that this decoupled model is equivalent to the original model in terms of storage capacity, spectra of the learnt weights, and storage mechanism. Using tools from statistical physics, we show that the decoupled model can store up to $p_c \log p_c / d^2 = 1 / 2$ associations, and generalise the computation of $p_c$ to linear two-layer architectures. Our analysis also gives mechanistic insight into how the optimal solution improves over a naïve Hebbian learning rule: rather than boosting input-output
alignments with broad fluctuations, the optimal solution raises the correct scores just above the extreme-value threshold set by the competing outputs. These findings give a sharp statistical-physics characterisation of factual storage in linear networks and provide a baseline for understanding the
memory capacity of more realistic neural architectures.
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Disordered Systems and Neural Networks · Cross-listed from quant-ph
No measurement induced phase transition in the entanglement dynamics of monitored non-interacting one-dimensional fermions in a disordered or quasiperiodic potential
Can Yin, Bo Fan and Antonio M. García-García
We show that the
entanglement entropy (EE) of one-dimensional (1d) non-interacting
fermions with $U(1)$
symmetry in the presence of a disordered or quasi-periodic potential in which the occupation number is being monitored by homodyne or projection protocols is always in an area-law phase so no measurement induced phase transition (MIPT) occurs. The reason for the previously claimed MIPT in these systems was a finite size effect related to the fact that the maximum
lattice size $L \simeq 500$ was of the order of the correlation length. By increasing the system size up to $L \simeq 18000$, employing Graphics Processing Units (GPUs), and performing a careful finite-size scaling analysis, we find that the critical monitoring strength is consistent with zero, so no MIPT occurs. For the disordered case, these numerical results are fully supported by an analytical calculation based on mapping the problem onto a nonlinear sigma model (NLSM) that confirms the absence of the MIPT for any monitoring or disorder strength. The effect of disorder is captured by a change of
symmetry from BDI to AIII, which results in an enhanced correlation length in the weak disorder limit, and by an effective monitoring strength that increases linearly with disorder.
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Mesoscale and Nanoscale Physics
Theory of Spin-splitter Magnetoresistance in Altermagnets
Tim Kokkeler, Vitaly N. Golovach and F. Sebastian Bergeret
We develop a theory of angular-dependent magnetoresistance (ADMR) in metallic altermagnets coupled to
ferromagnetic insulators and establish criteria that distinguish them from conventional compensated magnets with
spin-orbit coupling. We show that, once its full set of angular dependencies is established, the
spin-splitter magnetoresistance (SSMR)– recently reported in the
bilayer geometry of H. Chen et al. [Adv. Mater. 37, 2507764 (2025)] – would constitute a smoking-gun signature of collinear d-wave altermagnetism in metallic systems. Although SSMR has been regarded as a close analogue of
spin Hall magnetoresistance (SMR), we demonstrate that the two differ qualitatively in three key respects: SSMR depends solely on the relative orientation between the
ferromagnetic magnetization and the altermagnetic Néel vector, yields a longitudinal ADMR response of opposite sign, and features a direct proportionality between longitudinal and transverse ADMR signals, absent in SMR. Building on these distinctions, we further show that the full angular dependence of the SSMR provides a practical recipe to extract the direction of the Néel vector from customary magnetoresistance measurements. These results provide a clear route to unambiguously identify altermagnets in transport.
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Disordered Systems and Neural Networks
Lyapunov Exponents as Duality-Invariant Signatures of Critical States
Tong Liu and Gao Xianlong
Critical eigenstates are usually identified through wave-function geometry in a chosen basis, such as participation ratios, multifractal spectra, or finite-size scaling. Here we formulate criticality instead as a dual-space Lyapunov property. We prove a
Fourier exclusion principle: exponential localization in one representation is incompatible with exponential localization in its
Fourier-dual representation. This turns the Liu–Xia condition, \(\gamma_x(E)=\gamma_m(E)=0\), from a phenomenological criterion into a rigorous length-scale statement: a critical state is characterized by the simultaneous absence of exponential confinement in real and momentum space. The criterion is invariant under bounded local gauge transformations of the transfer
matrix and remains compatible with conventional single-space multifractal diagnostics. More importantly, it is exactly predictive. In analytically tractable quasiperiodic models, the same condition yields closed-form critical lines, an exact finite critical region with an additional critical branch, and a complex critical surface in a non-Hermitian non-self-dual spectrum. Thus the Liu–Xia condition provides not only a diagnostic of critical states, but an exact solvability principle for locating critical sets across distinct microscopic structures.
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Superconductivity
Anomalous and diode Josephson effect in junctions with inhomogeneous ferromagnetic barrier and interfacial Rashba spin-orbit coupling
Stevan Djurdjević and Zorica Popović
We theoretically investigate the anomalous and diode Josephson effects in planar two-dimensional Josephson junctions with arbitrarily oriented exchange fields in two ferromagnets within the barrier, and
spin-orbit coupling at the
superconductor/ferromagnet interfaces, where the superconducting electrodes can have $s$-wave or arbitrarily oriented $d$-wave order parameter lobes. We perform a systematic
symmetry analysis of the junction
Hamiltonian and identify the minimal conditions for breaking time-reversal and space-inversion
symmetries, which are required for the emergence of anomalous and diode Josephson effects. We classify the junctions into three classes, with particular
attention to those between $d_{x^2-y^2}$ and $d_{xy}$ oriented
superconductors. Our
symmetry analysis is supported by numerical calculations of the current-phase relation (CPR) obtained using a generalized Furusaki-Tsukada (F-T) approach. By tuning the directions of exchange fields in the ferromagnets, Rashba SOC at the interfaces and superconducting order parameter orientations, nonreciprocity can be enhanced by more than 40%. We further analyze the phase-dependent Andreev bound states (ABS) spectrum and their contribution to charge transport, as well as their signatures in the nonreciprocal transport characteristics. By comparing the current carried by ABS with that obtained using the F-T technique, we find that the contribution from continuum states above the gap becomes pronounced in presence of zero energy crossings in the ABS spectrum, and in junctions with $d$-wave superconducting electrodes due to the narrower superconducting gap, which may become closed. In the nonreciprocal regime, the ABS spectra show an asymmetric profile with respect to phase inversion, indicating the presence of a finite current at zero phase difference and unequal critical currents in opposite directions.
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Mesoscale and Nanoscale Physics · Cross-listed from math-ph
Vacuum and thermal fluctuations of a scalar field with point interactions
Davide Fermi and Marco Gurgoglione
We investigate the
vacuum and thermal fluctuations of a neutral massless scalar field living in Minkowski spacetime and interacting with a finite number of point-like obstacles, modelled by zero-range potentials. The system is described rigorously in terms of self-adjoint realizations of the
Laplacian, under assumptions ensuring the absence of instabilities. Using the relative
zeta-function technique, we determine the renormalized connected partition function and derive explicit expressions for the thermodynamic observables, characterizing both their low- and high-temperature behaviours. Furthermore, we derive of a convergent Born series expansion for the Casimir energy, which identifies multiple-scattering processes as the mechanism underlying
vacuum forces. The latter decompose into pairwise contributions directed along the lines joining the obstacles, with intensities depending non-locally on the full configuration. We also present some numerical results for identical obstacles, indicating that the Casimir forces are always attractive in this context.
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Materials Science
Optical selection rules in hexagonal Ge polytypes and their lifting by symmetry perturbation
Martin Keller, Haichen Wang, Friedhelm Bechstedt et al. (+2 more)
Hexagonal germanium polytypes have emerged as promising direct-gap
semiconductors for silicon-integrated optoelectronics, yet their optical properties remain largely unexplored beyond the well-studied 2H phase. We present a comprehensive theoretical study of optical properties of hexagonal 2H-, 4H-, and 6H-Ge polytypes through ab initio calculations of quasiparticle band structures, dipole transition
matrix elements, and solution of the Bethe-Salpeter equation. While all three polytypes exhibit direct band gaps of increasing size from 2H to 6H, we reveal that the fundamental optical transition in 4H-Ge is parity-forbidden due to matching band parities at the valence and conduction band edges. This selection rule results in a radiative lifetime seven orders of magnitude longer than in 2H- and 6H-Ge, severely limiting light emission capabilities. To demonstrate that the selection rule can be lifted, we introduce controlled
symmetry perturbations by substituting single Ge atoms with Si in each unit
cell, breaking the
crystal symmetry. This perturbation increases the optical
matrix elements by up to two orders of magnitude and reduces radiative lifetimes for all perturbed polytypes. We also compute absorption coefficients and frequency-dependent dielectric tensors for both light polarizations, including excitonic effects up to 5 eV, providing complete optical characterization of ideal and
symmetry-perturbed hexagonal Ge systems relevant for optoelectronic applications.
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All authors Martin Keller, Haichen Wang, Friedhelm Bechstedt, Jürgen Furthmüller, Silvana Botti
Superconductivity
Freestanding GdBa2Cu3O7 Thin Films via Optimized Buffer Layer Design: Preserving Superconducting Properties
Kazumasa Iida, Kai Walter, Takafumi Hatano et al. (+5 more)
Freestanding GdBa2Cu3O7 (GdBCO) superconducting thin films were fabricated using a water-soluble Sr3Al2O6 (SAO) sacrificial layer in combination with thermal release tape. An amorphous Al2O3 capping layer was introduced to suppress crack formation during the lift-off process. The influence of buffer-layer design inserted between the GdBCO and SAO layers was systematically investigated with respect to structural integrity and superconducting properties after lift-off. A LaAlO3/SrTiO3
bilayer buffer was found to be essential for maintaining epitaxial growth and a superconducting transition temperature (Tc) of approximately 92 K after lift-off, comparable to that of the as-grown films. In contrast, a reversed SrTiO3/LaAlO3
bilayer and single-layer buffer structures led to a suppression of Tc, highlighting the critical role of stacking sequence. These results demonstrate that optimization of the buffer-layer design is a key factor for realizing high-quality freestanding GdBCO films while maintaining their superconducting characteristics.
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All authors Kazumasa Iida, Kai Walter, Takafumi Hatano, Kose Morinaga, Manuela Erbe, Hongye Gao, Satoshi Hata, Jens Hänisch
Superconductivity
Transverse Magnetic Response from Orbitally Polarized Cooper Pairs in Elemental Superconductors
Gabor Csire, Maria Teresa Mercaldo, Balazs Ujfalussy et al. (+2 more)
We demonstrate how crystalline
symmetry lowering, as for instance through strain, allows elemental
superconductors such as vanadium and niobium to realize
spin-singlet orbitally polarized Cooper pairs composed of electrons with identical orbital moments. Using superconducting density functional theory, we show that lowering of trigonal
symmetry to $C_s$, thus keeping only a single mirror plane, activates interorbital pairing in bulk and (111) surfaces, with a pronounced surface enhancement. In a
magnetic field, the resulting orbitally polarized superconducting state leads to a novel transverse
magnetic response. For in–plane field orientations that break the remaining mirror
symmetry, a sizable orbital magnetization emerges perpendicular to the applied field. We show that this effect is a direct consequence of equal–orbital-moment Cooper pairing, providing an experimentally accessible signature of this state. Our results establish strained elemental
superconductors as a minimal material platform for superconducting orbitronics.
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All authors Gabor Csire, Maria Teresa Mercaldo, Balazs Ujfalussy, Carmine Ortix, Mario Cuoco
Strongly Correlated Electrons · Cross-listed from math-ph
Local topological order, Haag duality, and reflection positivity
Pieter Naaijkens, David Penneys and Daniel Wallick
In our previous article [arXiv:2307.12552], we introduced local topological order (LTO) axioms for abstract
quantum spin systems which allow one to access topological order via a boundary
algebra construction. Using the LTO axioms, we produced a canonical pure state on the quasi-local
algebra, which gives a net of von Neumann
algebras associated to a poset of cones in $\mathbb{R}^n$. In this article, motivated by [arXiv:2509.23734], we introduce an axiom for LTOs which ensures Haag duality for cone-like regions using Tomita-Takesaki theory. We prove this axiom is satisfied for all known topologically ordered commuting projector models. We thus get an independent proof of Haag duality for the Levin-Wen string net models originally proved in [arXiv:2509.23734]. We also give a reflection positivity axiom for LTOs, connecting to the recent article [arXiv:2510.20662]. We again prove this axiom is satisfied for all known topologically ordered commuting projector models about some $\mathbb{Z}/2$-reflection
symmetry.
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Superconductivity
Ginzburg-Landau Theory for Confined Thin-Film Superconductors
Giovanni A. Ummarino and Alessio Zaccone
We develop a Ginzburg-Landau theory for superconducting thin films under
quantum confinement. Starting from the Ginzburg-Landau theory and the recently developed confinement theory of metallic thin films, explicit analytical expressions are derived for the coherence length, penetration depth, electronic mean free path, and Ginzburg-Landau parameter in confined geometries. The central result is that
quantum confinement directly renormalizes the intrinsic superconducting coherence length through confinement-induced modifications of the electronic density of states and
Fermi energy. This effect is absent in conventional thin-film transport theories based solely on surface scattering. As a consequence, confinement simultaneously suppresses the coherence length and enhances the penetration depth, thereby driving
superconductors toward stronger type-II behavior over a broad thickness range. The interplay between
quantum confinement and disorder can also produce reentrant type-I/type-II crossovers. The theory predicts a crossover regime in which confinement-induced renormalization of superconducting length scales and transport scattering become strongly intertwined. Comparison with recent penetration-depth measurements in Al thin films shows that the observed enhancement of the penetration depth originates from the interplay between confinement-induced renormalization of the coherence length and suppression of the effective mean free path by surface and disorder scattering. The results establish a direct connection between
quantum confinement and superconducting electrodynamics in confined metallic films.
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Materials Science
Micro-environment of the Eu interstitial in $\beta$-SiAlON:Eu$^{2+}$ green phosphor
Julien Bouquiaux, Samuel Poncé, Yongchao Jia et al. (+2 more)
The precise atomic-scale structure around Eu$^{2+}$ activators in the $\beta$-Si$_{6-z}$Al$_z$O$_z$N$_{8-z}$:Eu$^{2+}$ commercial green phosphor remains elusive. We use the first-principles $\Delta$SCF excited-state method,
embedding of the interatomic force constants for supercells up to 3501 atoms, and Huang-Rhys theory to clarify this issue. Monte Carlo exploration is used to identify representative low-energy structural models spanning different levels of Al/O concentration $z$. For the lowest-energy structure at low $z$, our computed photoluminescence spectrum reproduces the experimental vibronic peaks at 6~K with excellent agreement in peak positions and intensities, validating the Eu-N$_9$ coordination model with Al, O, and Eu confined to the same crystallographic plane. Analysis of the low-energy structures reveals that the electron-
phonon coupling is weak ($S \approx 2.15$) with a robust characteristic
phonon signature across different Al/O arrangements, explaining the surprising persistence of resolved
phonon replicas with increasing $z$. We explain the experimentally observed red-shift of emission with increasing $z$ through systematic trends in zero-
phonon line energies, modest increases in Huang-Rhys factors, and larger configurational diversity at higher compositions.
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All authors Julien Bouquiaux, Samuel Poncé, Yongchao Jia, Masayoshi Mikami, Xavier Gonze
Strongly Correlated Electrons
Cavity-Induced Excitonic Insulation and Non-Fermi-Liquid Behavior in Dirac Materials
Yuxuan Guo and Yuto Ashida
We investigate two-dimensional Dirac
fermions embedded in a deep-subwavelength cavity formed by high-impedance metasurfaces. We point out that, unlike conventional metallic boundaries, these metasurfaces support quasielectrostatic transverse-
magnetic modes that mediate a long-range interaction between two-dimensional electrons. Combining static electronic screening with a Dyson-Schwinger analysis, we show that this engineered interaction can qualitatively alter the ground-state properties of Dirac materials. For a
fermion flavor number $N_{f}$ below a critical value $N_{c}=16/\pi$, the interaction drives an excitonic insulating phase through an infinite-order
quantum phase transition and spontaneously generates a mass gap. At $N_{f}>N_{c}$, the system remains gapless but enters a non-
Fermi-
liquid critical regime where the quasiparticle residue is singularly suppressed to zero, and the Dirac cone exhibits a nonanalytic dispersion relation. Furthermore, under a perpendicular
magnetic field, the cavity fluctuations dynamically lift the zeroth Landau level degeneracy across all $N_{f}$. These results identify high-impedance metasurface cavities as promising platforms for engineering correlated Dirac matter.
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Disordered Systems and Neural Networks · Cross-listed from cs.LG
A Random-Matrix Criterion for Initializing Gated Recurrent Neural Networks
Tommaso Fioratti, Riccardo Marcaccioli and Francesco Casola
Proper weight initialization prior to training has historically been one of the key factors that helped kick off the deep learning revolution. Initialization is even more crucial in "reservoir computing", where the weights of a readout layer are learned linearly while the reservoir weights are fixed and largely determine the richness, stability and
memory of the resulting dynamics. In the infinite-width limit it has been shown that meaningful initializations are those sitting at an effective critical point of the randomly initialized model. The phase transition is controlled by the weight variance $g^2$ and separates an ordered phase from a chaotic one where information progressively degrades. Here we derive a simple criterion to estimate the critical $g_c$ for a broad class of recurrent architectures and we show that it closely tracks the gain at which a gated-RNN reservoir achieves peak performance on a chaotic
forecasting task. Finally, we argue that our criterion can serve as a design principle for future initialization schemes.
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Statistical Mechanics
Susceptible-Infected-Susceptible Model with Mitigation on Scale-Free Networks
João Gabriel Simões Delboni and M. O. Hase
We investigate infectious disease spreading on scale-free networks using a heterogeneous mean-field approach applied to the susceptible-infected-susceptible model, incorporating a mitigation factor. Individual heterogeneity is incorporated through a power-law distribution, while a mitigation factor accounts for behavioral responses and external effects that effectively reduce transmission from infected individuals. This mechanism, inspired by Malthus-Verhulst-type constraints, introduces a nonlinear saturation effect that encodes self-limiting dynamics in a tractable way. Analytical results are supported by
stochastic simulations. We find that the mitigation factor induces a nontrivial behavior in the probability that a link points to an infected node, which develops a maximum at finite infection rates. In contrast, the overall prevalence remains a monotonically increasing function of the transmission rate. Additionally, the mitigation mechanism leads to an inversion in the dependence of epidemic observables on the degree exponent at sufficiently high transmission rates. While in the standard model smaller exponents yield higher endemic prevalence, in the modified model this trend reverses, with larger exponents producing higher prevalence and increased infection probability along network links.
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Statistical Mechanics · Cross-listed from cs.LG
Composing diffusion priors with explicit physical context via generative Gibbs sampling
Weizhou Wang, Jonathan Weare and Aaron R. Dinner
Pretrained
diffusion models provide powerful learned priors, but in scientific sampling the target distribution often depends on physical context that is not fully represented by one generative model. We introduce Generative Gibbs for Physics-Aware Sampling (GG-PA), a training-free framework that formulates the composition of learned partial priors and explicit physical context as inference over a joint target distribution in an augmented state space. We derive a Gibbs sampler for this joint target, show that it is asymptotically exact as the
diffusion time approaches zero, and prove that in settings with quadratic interactions it remains exact at finite
diffusion times. We further introduce replica exchange over
diffusion time to accelerate mixing. Experiments on a double-well system, a $\phi^4$
lattice model, and atomistic peptide systems show that GG-PA recovers context-induced distribution shifts and emergent collective behavior in interacting systems using partial priors without retraining. These results demonstrate GG-PA as a practical approach for combining pretrained generative priors with explicit physical context.
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Materials Science
Oxygen vacancies beyond the dilute limit in doped CaMnO3 perovskites and implications for screening materials in thermochemical applications
Harender S. Dhattarwal, Colin M. Hylton-Farrington, Ian G. McKendry et al. (+2 more)
Thermochemical energy storage (TCES) in
oxide perovskites relies on reversible oxygen vacancy formation, and computational high-throughput screening of candidate materials has predominantly used the single oxygen vacancy formation energy (OVFE) as the key descriptor. We demonstrate that the OVFE is insufficient for screening cubic CaMnO3 perovskites, because the stoichiometric compound is not the minimum energy reference state; vacancies are inherently present at operating temperatures. Materials with negative single OVFEs are routinely excluded from screening
datasets as unsuitable, but this reflects a mischoice of reference state rather than a genuine materials limitation, and risks discarding promising TCES candidates. We address this by computing OVFEs as a function of vacancy concentration using ab initio density functional theory, establishing the
equilibrium vacancy concentration as the correct reference point. OVFE curves referenced to this minimum align with experimentally measured reduction enthalpies, providing a framework directly comparable to experiments. We further show that A-site and B-site doping modify the vacancy formation landscape through distinct mechanisms. A-site dopants act primarily through strain relaxation and
symmetry breaking, while B-site dopants reshape the local redox environment and introduce strong configurational dependence. Finally, we develop a thermodynamic model incorporating configurational
entropy that accurately predicts
equilibrium oxygen stoichiometry as a function of temperature and oxygen partial pressure and reveals that selective reduction of Mn4+ versus B-site dopant ions can tune the onset temperature for vacancy formation. These results establish a screening framework for perovskite TCES materials and provide practical guidance for extending high-throughput workflows beyond the single-vacancy paradigm.
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All authors Harender S. Dhattarwal, Colin M. Hylton-Farrington, Ian G. McKendry, Christopher Abram, Richard C. Remsing
Materials Science
Thermodynamics and dynamics of non-compact prismatic dislocation loops simulated using a machine-learning model
Sho Hayakawa, Sergei L. Dudarev and Max Boleininger
We explore how the thermodynamic properties and dynamics of a self-interstitial prismatic dislocation loop are affected by microscopic-scale variations in its
geometric configuration, an aspect that rarely received
attention in literature. We develop a machine-learning (ML) model to predict the formation energy of an arbitrary geometrically complex configuration of a self-interstitial atom dislocation loop. Trained on atomistic simulation data, the ML model achieves high predictive accuracy across a broad range of configurations, with a typical error in the 1% range. From the ML model, we evaluate the density of configurational microstates as a function of loop's formation energy and derive analytical expressions valid in tractable limiting cases. Using statistical mechanics, we derive the configurational free energy, the average energy, and the thermodynamic
entropy of a dislocation loop as a function of temperature. We also simulate the dynamics of self-climb of dislocation loops with various geometries and evaluate their
diffusion coefficients and effective activation energy for
diffusion. Analysis shows that there is a single universal parameter describing the morphological irregularity of the loop configuration in its ground state. This parameter determines the thermodynamic properties of a loop as well as its dynamics, and simulations illustrate how the properties and mobility of a configurationally complex loop vary as functions of the irregularity parameter.
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Disordered Systems and Neural Networks
Exact Fixed-Point Constraints in Neural-ODEs with Provable Universality
Feliciano Giuseppe Pacifico, Duccio Fanelli, Lorenzo Buffoni et al. (+3 more)
We introduce a technique that enables Neural-ODEs to approximate arbitrary velocity fields with a priori planted fixed-points. Specifically, a recipe is given to explicitly accommodate for a finite collection of points in the reference multi-dimensional space of the Neural-ODE where the velocity field is exactly equal to zero. In this way, the gradient-based training is rigorously constrained inside the prescribed hypothesis class while leaving the expressive power of the Neural-ODE unaltered. We rigorously prove the universality of the Neural-ODE under any local constraints in the velocity field and give a computationally convenient way of imposing the fixed points. Our method is then tested on two paradigmatic physical models.
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All authors Feliciano Giuseppe Pacifico, Duccio Fanelli, Lorenzo Buffoni, Lorenzo Chicchi, Diego Febbe, Raffaele Marino
Mesoscale and Nanoscale Physics
Inherent altermagnetism in minimal tight-binding models of regular hyperbolic lattices
Eric Petermann, Kristian Mæland, Haye Hinrichsen et al. (+1 more)
Altermagnets are a novel class of
magnetic systems characterized by their momentum-dependent
spin splitting without net magnetization. In this work, we extend established Euclidean tight-binding models of altermagnets to regular
hyperbolic lattices in two spatial dimensions defined on a discretized Poincaré disk. Using
hyperbolic crystallography and Abelian
hyperbolic band theory, we show that the inclusion of next-nearest neighbor hopping is sufficient to induce
spin splitting in minimal tight-binding models of bipartite
hyperbolic lattices. While certain families and special cases of
hyperbolic lattices remain
antiferromagnetic, we identify an entire family and a special case that generically permit
spin splitting in this framework. Hence, altermagnetism is inherent to certain
hyperbolic lattices. Since Abelian
hyperbolic band theory yields a momentum space that is at least four-dimensional, we classify the leading
spin-splitting harmonics using four-dimensional atomic orbitals. As an outlook, we apply non-Abelian
hyperbolic band theory to the $\{10,5\}$
lattice. Although its Abelian spectrum is
spin degenerate, two selected higher-genus supercells exhibit
spin splitting. This finding suggests, that
spin degeneracy does not necessarily persist within all translation representation sectors.
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All authors Eric Petermann, Kristian Mæland, Haye Hinrichsen, Björn Trauzettel
Mesoscale and Nanoscale Physics
Half-Integer Spectral Zeros for Leakage Suppression in Fast Transmon Pulses
A.M.Tishin
A flat-top transmon pulse with cosine ramps has exact spectral zeros at half-integer values of ramp duration times anharmonicity, (\tau|\alpha|=n+1/2), which predict endpoint-leakage minima in the weak-drive regime. For any self-similar one-scale envelope (\Omega(t)=\Omega_0 f(t/\sigma)), the non-adiabaticity parameter is exactly degenerate with pulse area, (\eta_ref\theta=C_shape); an independent ramp timescale (\tau) is therefore required. The
Fourier amplitude of the resulting envelope at the anharmonicity vanishes at (\tau|\alpha|=n+1/2) through destructive interference between the rising and falling edges, independently of plateau length and total pulse duration. Dynamically, the endpoint-leakage amplitude is perturbatively determined by the
Fourier component of the envelope weighted by the instantaneous excited-state amplitude. This weighting removes a second, plateau-derived family of envelope zeros not followed by the dynamics. Four-level Duffing simulations using parameters representative of IBM Heron r2 devices collapse the minima onto the half-integer sequence for six pulse durations from 50 to 100 ns, with an RMS deviation of 0.034 in (\tau|\alpha|). For four durations resolved on a finer grid, first-order population weighting reduces the positional deviation from 0.0234 to 0.0096. The competing plateau condition does not collapse the data. The residual weak-drive displacement from the half-integers is captured by the population-weighted correction.
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Statistical Mechanics
The diffusion equation for non-Markovian Gaussian stochastic processes
Alessandro Taloni, Gianni Pagnini and Aleksei Chechkin
We derive the exact
evolution equation for the probability density function of particle displacements generated by arbitrary Gaussian velocity processes, when neither Markovianity and nor stationarity are assumed. Starting from the characteristic function of the density of the position, we construct a systematic hierarchy of equations based on Wick's
theorem, in which the dynamics is governed by sums of geometrically connected Wick contractions. This approach yields a closed non-Markovian
diffusion equation that generalizes the Fokker-Planck description and preserves Gaussianity only in the infinite-order limit.
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Materials Science
Data-driven body-centered cubic phase prediction in cobalt free high-entropy alloys
Xuliang Luo, Yulin Li, Tero Mäkinen et al. (+3 more)
High-
entropy alloys (HEAs) are known for superb combination of performance attributes, making them ideal for advanced applications, e.g.,
nuclear engineering. The concept of cobalt-free HEAs aims to mitigate concerns about cobalt's radioactivity, however, predicting their phase formation remains challenging due to their complex compositions. In this work, we integrate six semiempirical parameters, i.e., mixing
entropy ({\Delta}Smix), mixing enthalpy ({\Delta}Hmix), atomic size difference ({\delta}), valence electron concentration (VEC), d-orbital energy level (Md), and the {\Omega} parameter, along with machine learning (ML) to predict the body-centered cubic phase stability in Co free HEAs. To address the limitations of experimental data, generative
adversarial networks were used to augment the
dataset, thus improving the accuracy of the Gaussian process classification model used for phase prediction. After dimensionality reduction to five principal components, the model achieved an accuracy of 84%, with {\Delta}Hmix and {\delta} identified as the key descriptors influencing phase formation. This approach highlights the synergy of ML and data augmentation in accelerating the design of HEAs for advanced applications.
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All authors Xuliang Luo, Yulin Li, Tero Mäkinen, Silvia Bonfanti, Wenyi Huo, Mikko J. Alava
Quantum Gases
Structural transition and fragmentation of vortex lattices in rotating tilted dipolar Bose-Einstein condensate
Mamta Ale, Harsimranjit Kaur and Kuldeep Suthar
We investigate the
vortex lattices of harmonically confined quasi-two-dimensional tilted rotational dipolar Bose-Einstein condensates. By employing an extended Gross-Pitaevskii equation for a rotating condensate, we reveal the structural transformation of
vortices from square to triangular
lattices as the tilt of dipolar
bosons relative to the polarization axis approaches a critical angle. When the tilt of the
magnetic dipoles surpasses the magic angle, the condensate elongates diagonally and becomes devoid of
vortices. Moreover, we include the Lee-Huang-Yang correction, which enables the formation of
vortices in the elongated condensate. Additionally, when dipoles are oriented perpendicular to the polarization axis, the Lee-Huang-Yang correction results in the fragmentation of condensates under strong rotation. The quench dynamics of the rotational frequency demonstrate the development of
vortex lattices; however, with a strong rotational quench, the condensate remains free of
vortices. Our numerical analysis highlights the beyond mean-field effects of the rotational properties of anisotropic dipolar
bosons, which can be observed in current dipolar
quantum gas experiments.
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