Quantum Physics
When Does Quantum Annealing Outperform Classical Methods? A Gradient Variance Framework
Vishwajeet Ohal and Pierre Boulanger
Quantum annealing has emerged as a promising approach for solving NP-hard optimization problems, leveraging
quantum phenomena such as
quantum tunneling to navigate complex energy landscapes. However, the extent to which
quantum tunneling contributes to performance enhancements compared to classical methods remains unclear. In this work, we present a comprehensive investigation combining experimental analysis, theoretical modeling, and algorithmic development to characterize when and why
quantum annealing provides computational advantages. We introduce a novel methodology for generating synthetic Quadratic Unconstrained Binary Optimization (QUBO) problems with controlled gradient variance, enabling systematic investigation of landscape characteristics that favor
quantum approaches. Our experimental evaluation encompasses four canonical NP-hard problems: Graph Partitioning, Max Cut, Number Partitioning, and Set Cover. Using D-Wave's Advantage2
quantum annealer with 4,400+
qubits, we compare
quantum annealing against classical solvers including simulated annealing,
stochastic gradient descent, and commercial optimization software. Our results demonstrate that
quantum annealing shows measurable advantages when energy landscapes exhibit high gradient variance ($> 0.3$), suggesting that
quantum tunneling effects are most beneficial for rugged optimization landscapes. We provide a theoretical justification for this empirical observation through a WKB-approximation-based model connecting gradient variance to barrier width and tunneling probability. This model achieves $R^2=0.90$ correlation with experimental data and yields quantitative predictions for
quantum advantage thresholds.
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Quantum Physics
Dissipation as a Resource: Synchronization, Coherence Recovery, and Chaos Control
Debabrata Mondal, Lea F. Santos and S. Sinha
Dissipation is commonly regarded as an obstacle to
quantum control, as it induces decoherence and irreversibility. Here we demonstrate that dissipation can instead be exploited as a resource to reshape the dynamics of interacting
quantum systems. Using an experimentally realizable Bose-Josephson junction containing two bosonic species, we demonstrate that dissipation enables distinct dynamical behaviors: synchronized phase-locked oscillations, transient chaos with long-time coherence recovery, and steady-state chaos. The emergence of each behavior is determined by experimentally tunable parameters. At weak interactions, the two components synchronize despite dissipation, exhibiting long-lived coherent oscillations reminiscent of a boundary time
crystal. Stronger interactions induce a dissipative phase transition into a self-trapped regime accompanied by chaotic dynamics. Remarkably, dissipation regulates the lifetime of chaos and enables the recovery of coherence at long times. By introducing a controlled tilt between the wells, transient chaos can be converted into persistent steady-state chaos. We further show that standard spectral diagnostics fail to distinguish between the two chaotic regimes, revealing that spectral statistics primarily reflect short-time instability. These results establish dissipation as a powerful tool for engineering dynamical phases, restoring
quantum coherence, and controlling the duration of chaotic behavior and information scrambling.
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Quantum Physics
Neural Network Discovery of Paired Wigner Crystals in Artificial Graphene
Conor Smith, Yubo Yang, Zhou-Quan Wan et al. (+3 more)
Moiré systems have emerged as an exciting tunable platform for engineering and probing
quantum matter. A large number of exotic states have been observed, stimulating intense efforts in experiment, theory, and simulation. Utilizing a neural-network-based
quantum Monte Carlo approach, we discover a new ground state of the two-dimensional electron gas in a honeycomb moire potential at a filling factor of $\nu_m =1/4$ (one electron every four moiré minima). In this state, two opposite-
spin electrons pair to form a singlet-like valence bond state which restores local $C_6$
symmetry in hexagonal molecules each spanning $6$ moiré minima. These molecules of pairs then form a molecular Wigner
crystal, leaving one quarter of the moiré minima mostly depleted. The formation of such a paired Wigner
crystal, absent any confining potential or attractive interaction to facilitate "pre-assembling" the molecule, provides a fascinating case of collective phenomena in strongly interacting
quantum many-body systems, and opportunities to engineer exotic properties.
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All authors Conor Smith, Yubo Yang, Zhou-Quan Wan, Yixiao Chen, Miguel A. Morales, Shiwei Zhang
Quantum Physics
Quantum Circuits as a Dynamical Resource to Learn Nonequilibrium Long-Range Order
Fabian Ballar Trigueros and Markus Heyl
Equilibrium statistical ensembles impose stringent constraints on phases of
quantum matter. For example, the Mermin-Wagner
theorem prohibits long-range order in low-dimensional systems beyond the ground state. Here, we show that
quantum circuits can learn states of matter with long-range order that are inaccessible in
equilibrium. We construct variational
quantum circuits that generate
symmetry-broken and
symmetry-protected topological states with long-range order in one-dimensional systems at finite energy density, where
equilibrium states are typically featureless. Importantly, the learned states can exhibit unconventional features with enhanced metrological properties such as a
quantum Fisher information close to a GHZ state, but robust against local measurements. Our work establishes coherent
quantum dynamics as a powerful resource for engineering nonequilibrium phases of matter, opening a path toward a broader dynamical scope of
quantum order beyond the constraints of
equilibrium ensembles.
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Quantum Physics
Controlling energy spectra and skin effect via boundary conditions in non-Hermitian lattices
S Rahul and Pasquale Marra
Non-Hermitian systems exhibit unique spectral properties, including the non-Hermitian skin effect and exceptional points, often influenced by boundary conditions. The modulation of these phenomena by generalized boundary conditions remains unexplored and not understood. Here, we analyze the Hatano-Nelson model with generalized boundary conditions induced by complex hopping amplitudes at the boundary. Using similarity transformations, we determine the conditions yielding real energy spectra and skin effect, and identify the emergence of exceptional points where spectra transition from real to complex. We demonstrate that tuning the boundary hopping amplitudes precisely controls the non-Hermitian skin effect, i.e., the localization of eigenmodes at the
lattice edges. These findings reveal the sensitivity of spectral and localization properties to boundary conditions, providing a framework for engineering
quantum lattice models with tailored spectral and localization features, with potential applications in
quantum devices.
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Quantum Physics
Entropic Barriers and the Kinetic Suppression of Topological Defects
Yi-Lin Tsao and Zhu-Xi Luo
Many
quantum phases, from topological orders to superfluids, are destabilized at finite temperature by the proliferation and motion of topological defects such as anyons or
vortices. Conventional protection mechanisms rely on energetic gaps and fail once thermal fluctuations exceed the gap scale. Here we examine a complementary mechanism of entropic protection, in which defect nucleation is suppressed by coupling to mesoscopic auxiliary reservoirs of dimension $M$, generating an effective free-energy barrier that increases with temperature. In the Ising chain, this produces a characteristic three-regime
evolution of the correlation length as a function of temperature - linear growth,
entropy-controlled plateau, and eventual breakdown - indicating a general modification of defect behavior. Focusing on two spatial dimensions, where true finite-temperature topological order is forbidden in the thermodynamic limit, we show that entropic protection can nevertheless strongly enhance stabilization at finite system size, the regime directly relevant for
quantum memory and experiments. Owing to the topological character of the defects, creation and transport are independently suppressed, yielding a double parametric reduction of logical errors in the entropic toric code and enhanced coherence when the framework is extended to Berezinskii-Kosterlitz-Thouless transitions. Entropic barriers thus provide a passive and scalable route to stabilizing
quantum phases in experimentally relevant regimes. We propose an experimental setup for entropic toric code using dual species Rydberg arrays with dressing.
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Quantum Physics · Cross-listed from cond-mat.str-el
Singular three-point density correlations in two-dimensional Fermi liquids
Pok Man Tam and Charles L. Kane
We characterize a singularity in the equal-time three-point density correlations that is generic to two-dimensional interacting
Fermi liquids. In momentum space where the three-point correlation is determined by two wavevectors $\mathbf{q}_1$ and $\mathbf{q}_2$, the singularity takes the form $|\mathbf{q}_1\times\mathbf{q}_2|$. We explain how this singularity is sharply defined in a long-wavelength collinear limit. For a non-interacting
Fermi gas, the coefficient of this singularity is given by the quantized Euler characteristic of the
Fermi sea, and it implies a long-range real space correlation favoring collinear configurations. We show that this singularity persists in interacting
Fermi liquids, and express the renormalization of the coefficient of singularity in terms of Landau parameters, for both spinless and spinful
Fermi liquids. Implications for
quantum gas experiments are discussed.
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Quantum Physics
Finite-Temperature Dynamical Phase Diagram of the $2+1$D Quantum Ising Model
Lucas Katschke, Roland C. Farrell, Umberto Borla et al. (+2 more)
Mapping finite-temperature dynamical phase diagrams of
quantum many-body models is a necessary step towards establishing a framework of far-from-
equilibrium quantum many-body universality. However, this is quite difficult due, in part, to the severe challenges in representing the volume-law
entanglement that is generated under nonequilibrium dynamics at finite temperatures. Here, we address these challenges with an efficient
equilibrium quantum Monte Carlo (QMC) framework for computing the finite-temperature dynamical phase diagram. Our method uses energy conservation and the self-thermalizing properties of ergodic
quantum systems to determine observables at late times after a
quantum quench. We use this technique to chart the dynamical phase diagram of the $2+1$D
quantum Ising model generated by quenches of the transverse field in initial thermal states. Our approach allows us to track the
evolution of dynamical phases as a function of both the initial temperature and transverse field. Surprisingly, we identify quenches in the ordered phase that cool the system as well as an interval of initial temperatures where it is possible to quench from the paramagnetic (PM) to
ferromagnetic (FM) phases. Our method gives access to dynamical properties without explicitly simulating
unitary time
evolution, and is immediately applicable to other
lattice geometries and interacting many-body systems. Finally, we propose a
quantum simulation experiment on state-of-the-art digital
quantum hardware to directly probe the predicted dynamical phases and their real-time formation.
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All authors Lucas Katschke, Roland C. Farrell, Umberto Borla, Lode Pollet, Jad C. Halimeh
Quantum Physics · Cross-listed from hep-th
From Multipartite Entanglement to TQFT
Michele Del Zotto, Abhijit Gadde and Pavel Putrov
At long distances, a gapped phase of matter is described by a topological
quantum field theory (TQFT). We
conjecture a tight and concrete relationship between the genuine $(d+1)$-partite
entanglement – labelled by a $d$-dimensional
manifold $M$ – in the ground state of a $(d-1)+1$-dimensional gapped theory and the partition function of the low energy TQFT on $M$. Under certain assumptions, the
conjecture implies that for $d=3$, the ground state wavefunction can determine the modular tensor category description of the low energy TQFT. We verify our
conjecture for general (2+1)-dimensional Levin-Wen string-net models.
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Quantum Physics
A Generalization of the Parametric Amplifier with Dunkl Derivative: Spectral and Statistical Properties
D. Ojeda Guillén, R. D. Mota and J. C. Vega
We study the parametric amplifier
Hamiltonian within the framework of the Dunkl formalism. We introduce the Dunkl creation and annihilation operators and show that their quadratic combinations generate an $su(1,1)$ Lie
algebra. The spectral problem is solved exactly using two algebraic methods: the $su(1,1)$ tilting transformation and the generalized Bogoliubov transformation. The exact energy spectrum and the corresponding eigenfunctions are obtained in terms of the Dunkl number coherent states. Furthermore, we compute the Mandel $Q$ parameter and the second-order correlation function $g^{(2)}(0)$ to analyze the statistical properties of the Dunkl squeezed states. We show that, for the squeezed
vacuum, the Mandel parameter remains independent of the Dunkl deformation, whereas the correlation function exhibits an explicit dependence on the Dunkl parameter $\mu$, which modifies the
photon bunching effects. Finally, we show that our results reduce to the standard parametric amplifier case in the limit of vanishing Dunkl deformation parameter.
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Quantum Physics
Numerical study of non-relativistic quantum systems and small oscillations induced in a helically twisted geometry
C. F. S. Pereira, R. L. L. Vitória, A. R. Soares et al. (+3 more)
We investigate bound states of a non-relativistic scalar particle in a three-dimensional helically twisted (torsional) geometry, considering both the free case and the presence of external radial interactions. The dynamics is described by the Schrödinger equation on a curved spatial background and, when included, by minimal coupling to a
magnetic vector potential incorporating an Aharonov–Bohm flux. After separation of variables, the problem reduces to a one-dimensional radial
eigenvalue equation governed by an effective potential that combines torsion-induced Coulomb-like and centrifugal-like structures with
magnetic/flux-dependent terms and optional model interactions. Because closed-form analytic solutions are not reliable over the parameter ranges required for systematic scans, we compute spectra and eigenfunctions numerically by formulating the radial equation as a self-adjoint Sturm–Liouville problem and solving it with a finite-difference discretization on a truncated radial domain, with explicit convergence control. We analyze four representative scenarios: (i) no external potential, (ii) Cornell-type confinement, (iii) Kratzer-type interaction, and (iv) the small-oscillation regime around the minimum of a Morse potential. We present systematic trends of the low-lying levels as functions of the torsion parameter,
magnetic field, and azimuthal sector, and we show that
geometric couplings alone can produce effective confinement even in the absence of an external interaction.
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All authors C. F. S. Pereira, R. L. L. Vitória, A. R. Soares, B.B. Silva, H. Belich, Edilberto O. Silva
Quantum Physics
Intermodal quantum key distribution over an 18 km free-space channel with adaptive optics and room-temperature detectors
Edoardo Rossi, Ilektra Karakosta-Amarantidou, Matteo Padovan et al. (+9 more)
Intermodal
quantum key distribution at telecom wavelengths provides a hybrid interface between fiber connections and free-space links, both essential for the realization of scalable and interoperable
quantum networks. Although demonstrated over short-range free-space links, long-distance implementations of intermodal
quantum key distribution remain challenging, due to
turbulence-induced wavefront aberrations which limit efficient single-mode fiber coupling at the optical receiver. Here, we demonstrate a real-time intermodal
quantum key distribution field trial over an 18 km free-space link, connecting a remote terminal to an urban optical ground station equipped with a 40 cm-class
telescope. An adaptive optics system, implementing direct wavefront sensing and high-order aberration correction, enables efficient single-mode fiber coupling and allows secure key generation of 200 bit/s using a compact state analyzer equipped with room-temperature detectors. We further validate through experimental data a
turbulence-based model for predicting fiber coupling efficiency, providing practical design guidelines for future intermodal
quantum networks.
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All authors Edoardo Rossi, Ilektra Karakosta-Amarantidou, Matteo Padovan, Marco Nardi, Marco Avesani, Francesco Bruno Leonardo Santagiustina, Marco Taffarello, Antonio Vanzo, Stefano Bonora, Giuseppe Vallone, Paolo Villoresi, Francesco Vedovato
Quantum Physics · Cross-listed from math-ph
Exponential concentration of fluctuations in mean-field boson dynamics
Matias Gabriel Ginzburg, Simone Rademacher and Giacomo De Palma
We study the mean-field dynamics of a system of $N$ interacting
bosons starting from an initially condensated state. For a broad class of mean-field
Hamiltonians, including models with arbitrary bounded interactions and models with unbounded interaction potentials, we prove that the probability of having $n$ particles outside the condensate decays exponentially in $n$ for any finite
evolution time. Our results strengthen previously known bounds that provide only
polynomial control on the probability of having $n$ excitations.
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Quantum Physics
Amplification of bosonic interactions through squeezing in the presence of decoherence
Ankit Tiwari, Cecilia Cormick and Christian Arenz
We consider the amplification of bosonic interactions through parametric control that implements squeezing along orthogonal quadratures. We show that bosonic interactions described by certain classes of quadratic and quartic
Hamiltonians can be enhanced in this way while simultaneously overcoming noise and decoherence. In general, the amplification method enhances both desired and undesired interactions present in the system. Depending on the case, however, detrimental processes can be less amplified than the desired couplings. We leverage this observation to improve the fidelity for preparing Bell-type entangled states between two bosonic modes in the presence of noise and losses. We also investigate noise models for which the protocol either fails or partially achieves a loss-tolerant state preparation speedup. Our work facilitates faster preparation of complex
quantum states and implementation of entangling gates in the presence of decoherence mechanisms.
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Quantum Physics
Scalable Quantum Machine Learning via Multi-layer Fully-Connected Variational Quantum Circuits
Howard Su, Chen-Yu Liu, Samuel Yen-Chi Chen et al. (+2 more)
Variational
quantum circuits (VQCs) face an expressivity-trainability dilemma and scalability challenges. We propose Multi-Layer Fully-Connected Variational
Quantum Circuits (FC-VQC), a general-purpose
quantum machine learning framework that connects local VQC blocks through measurement, deterministic parameter-free routing, and re-encoding. All trainable model parameters reside within the
quantum blocks, without trainable classical neural components. We study fully connected, sliding-window, and parallel block mixing and analyze computational costs, conditional error propagation, and block information exchange. Using classical simulation, we evaluate tabular regression and classification, with our main comparison addressing spatio-temporal function approximation for the Black–Scholes, Burgers, and time-dependent oscillatory PDEs with up to $144$ spatial dimensions. Comparisons include neural-network, explicit angle-feature, tensor-network, and gradient-boosted-tree baselines. The results show that FC-VQC achieves the lowest trajectory relative MAE for all PDEs at the higher dimensions $d\in\{81,144\}$. Gradient-dynamics and depolarizing-noise experiments provide complementary empirical diagnostics of trainability and preliminary noise sensitivity.
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All authors Howard Su, Chen-Yu Liu, Samuel Yen-Chi Chen, Kuan-Cheng Chen, Huan-Hsin Tseng
Quantum Physics
Bichromatic Quantum Teleportation of Weak Coherent Polarization States on a Metropolitan Fiber
Zofia A. Borowska, Shane Andrewski, Giorgio De Pascalis et al. (+12 more)
As
quantum technologies mature, telecommunication operators have a clear opportunity to unlock and scale new services by providing the connectivity layer that links
quantum computers, sensors, clocks, and other
quantum devices. Realizing this opportunity requires demonstrating
quantum networking protocols, including
quantum teleportation, under real-world conditions on existing telecom infrastructure. In this work, we demonstrate
quantum teleportation over Deutsche Telekom's metropolitan fiber testbed in Berlin using commercial components deployed at the telecom datacenter. A local Bell-state measurement between 795 nm
photons from a weak coherent source and from a bichromatic warm-atom entangled
photon source enables conditional state transfer onto an O-band
photon, which is transmitted through a 30-km field-deployed fiber loop under real-world environmental conditions. The teleported state is reconstructed after propagation via state
tomography, achieving an average teleportation fidelity of 90% on the deployed link. System performance is evaluated in both the absence and the presence of co-propagating C-band classical traffic within the same fiber, demonstrating compatibility with wavelength-division multiplexed telecom infrastructure carrying live data channels.
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All authors Zofia A. Borowska, Shane Andrewski, Giorgio De Pascalis, Olivia Brasher, Mael Flament, Alexander N. Craddock, Niccolò Bigagli, Ronny Döring, Michaela Ritter, Ralf-Peter Braun, Klaus Jons, Marc Geitz, Oliver Holschke, Matheus Sena, Mehdi Namazi
Quantum Physics · Cross-listed from cs.LO
Causal and Compositional Abstraction
Robin Lorenz and Sean Tull
Abstracting from a low level to a more explanatory high level of description, and ideally while preserving causal structure, is fundamental to scientific practice, to causal inference problems, and to robust, efficient and interpretable AI. We present a general account of abstractions between low and high level models as natural transformations, focusing on the case of causal models. This provides a new formalisation of causal abstraction, unifying several notions in the literature, including constructive causal abstraction, Q-$\tau$ consistency, abstractions based on interchange interventions, and `distributed' causal abstractions. Our approach is formalised in terms of category theory, and uses the general notion of a compositional model with a given set of queries and semantics in a monoidal, cd- or Markov category; causal models and their queries such as interventions being special cases. We identify two basic notions of abstraction: downward abstractions mapping queries from high to low level; and upward abstractions, mapping concrete queries such as Do-interventions from low to high. Although usually presented as the latter, we show how common causal abstractions may, more fundamentally, be understood in terms of the former. Our approach also leads us to consider a new stronger notion of `component-level' abstraction, applying to the individual components of a model. In particular, this yields a novel, strengthened form of constructive causal abstraction at the mechanism-level, for which we prove characterisation results. Finally, we show that abstraction can be generalised to further compositional models, including those with a
quantum semantics implemented by
quantum circuits, and we take first steps in exploring abstractions between
quantum compositional
circuit models and high-level classical causal models as a means to explainable
quantum AI.
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Quantum Physics · Cross-listed from cond-mat.str-el
Entanglement negativity in decohered topological states
Kang-Le Cai and Meng Cheng
We investigate universal
entanglement signatures of mixed-state phases obtained by decohering pure-state topological order (TO), focusing on topological corrections to logarithmic
entanglement negativity and mutual information: topological
entanglement negativity (TEN) and topological mutual information (TMI). For Abelian TOs under decoherence, we develop a replica field-theory framework based on a doubled-state construction that relates TEN and TMI to the
quantum dimensions of domain-wall defects between decoherence-induced topological boundary conditions, yielding general expressions in the strong-decoherence regime. We further compute TEN and TMI exactly for decohered $G$-graded string-net states, including cases with non-Abelian anyons. We interpret the results within the strong one-form-
symmetry framework for mixed-state TOs: TMI probes the total
quantum dimension of the emergent premodular anyon theory, whereas TEN detects only its modular part.
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Quantum Physics · Cross-listed from math.AG
On the Coupled Cluster Doubles Truncation Variety of Four Electrons
Fabian M. Faulstich, Vincenzo Galgano, Elke Neuhaus et al. (+1 more)
We extend recent algebro-
geometric results for coupled cluster theory of
quantum many-body systems to the truncation varieties arising from the doubles approximation (CCD), focusing on the first genuinely nonlinear doubles regime of four electrons. Since this doubles truncation variety does not coincide with previously studied varieties, we initiate a systematic investigation of its basic algebro-
geometric invariants. Combining theoretical and numerical results, we show that for $4$ electrons on $n\leq 12$ orbitals, the CCD truncation variety is a complete intersection of degree $2^{\binom{n-4}{4}}$. Using representation-theoretic arguments, we uncover a Pfaffian structure governing the quadratic relations that define the truncation variety for any $n$, and show that an exact tensor product factorization holds in a distinguished limit of disconnected doubles. We connect these structural results to the computation of the beryllium insertion into molecular hydrogen ({Be$\cdots$H$_2$ $\to$ H–Be–H}), a small but challenging bond formation process where multiconfigurational effects become pronounced.
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All authors Fabian M. Faulstich, Vincenzo Galgano, Elke Neuhaus, Irem Portakal
Quantum Physics · Cross-listed from math.AT
Quantum Cellular Automata: The Group, the Space, and the Spectrum
Mattie Ji and Bowen Yang
Over an arbitrary commutative ring $R$, we develop a theory of
quantum cellular automata. We then use algebraic K-theory to construct a space $\mathbf{Q}(X)$ of
quantum cellular automata (QCA) on a given metric space $X$. In most cases of interest, $\pi_0 \mathbf{Q}(X)$ classifies QCA up to
quantum circuits and stabilization. Notably, the QCA spaces are related by homotopy equivalences $\mathbf{Q}(*) \simeq \Omega^n \mathbf{Q}(\mathbb{Z}^n)$ for all $n$, which shows that the classification of QCA on Euclidean
lattices is given by an $\Omega$-spectrum indexed by the dimension $n$. As a corollary, we also obtain a non-connective delooping of the K-theory of Azumaya $R$-
algebras, which may be of independent interest. We also include a section leading to the $\Omega$-spectrum for QCA over $C^*$-
algebras with
unitary circuits.
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Quantum Physics · Cross-listed from cs.LG
Illustration of Barren Plateaus in Quantum Computing
Gerhard Stenzel, Tobias Rohe, Michael Kölle et al. (+3 more)
Variational
Quantum Circuits (VQCs) have emerged as a promising paradigm for
quantum machine learning in the NISQ era. While parameter sharing in VQCs can reduce the parameter space dimensionality and potentially mitigate the barren plateau phenomenon, it introduces a complex trade-off that has been largely overlooked. This paper investigates how parameter sharing, despite creating better global optima with fewer parameters, fundamentally alters the optimization landscape through deceptive gradients – regions where gradient information exists but systematically misleads optimizers away from global optima. Through systematic experimental analysis, we demonstrate that increasing degrees of parameter sharing generate more complex solution landscapes with heightened gradient magnitudes and measurably higher deceptiveness ratios. Our findings reveal that traditional gradient-based optimizers (Adam, SGD) show progressively degraded convergence as parameter sharing increases, with performance heavily dependent on hyperparameter selection. We introduce a novel gradient deceptiveness detection
algorithm and a quantitative framework for measuring optimization difficulty in
quantum circuits, establishing that while parameter sharing can improve
circuit expressivity by orders of magnitude, this comes at the cost of significantly increased landscape deceptiveness. These insights provide important considerations for
quantum circuit design in practical applications, highlighting the fundamental mismatch between classical optimization strategies and
quantum parameter landscapes shaped by parameter sharing.
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All authors Gerhard Stenzel, Tobias Rohe, Michael Kölle, Leo Sünkel, Jonas Stein, Claudia Linnhoff-Popien
Quantum Physics · Cross-listed from cs.LO
MerLean: An Agentic Framework for Autoformalization in Quantum Computation
Yuanjie Ren, Jinzheng Li and Yidi Qi
We introduce MerLean, a fully automated agentic framework for autoformalization in
quantum computation. MerLean extracts mathematical statements from \LaTeX{} source files, formalizes them into verified Lean~4 code built on Mathlib, and translates the result back into human-readable \LaTeX{} for semantic review. We evaluate MerLean on three theoretical
quantum computing papers producing 2,050 Lean declarations from 114 statements in total. MerLean achieves end-to-end formalization on all three papers, reducing the verification burden to only the newly introduced definitions and axioms. Our results demonstrate that agentic autoformalization can scale to frontier research, offering both a practical tool for machine-verified peer review and a scalable engine for mining high-quality synthetic data to train future
reasoning models. Our approach can also be generalized to any other rigorous research in mathematics and theoretical physics.
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Quantum Physics · Cross-listed from hep-ph
Quantum Estimation Theory Limits in Neutrino Oscillation Experiments
Claudia Frugiuele, Marco G. Genoni, Michela Ignoti et al. (+1 more)
Measurements of the Pontecorvo-Maki-Nakagawa-Sakata (PMNS)
neutrino mixing parameters have entered a precision era, enabling increasingly stringent tests of
neutrino oscillations. Within the framework of
quantum estimation theory, we investigate whether
flavor measurements, the only observables currently accessible experimentally, are optimal for extracting the oscillation parameters. We compute the
Quantum Fisher Information (QFI) and the classical Fisher Information (FI) associated with ideal
flavor projections for all oscillation parameters, considering accelerator
muon (anti)
neutrino and reactor electron antineutrino beams propagating in
vacuum. Two main results emerge. First,
flavor measurements saturate the QFI at the first oscillation maximum for $\theta_{13}$, $\theta_{23}$, and $\theta_{12}$, demonstrating their information-theoretic optimality for these parameters. In contrast, they are far from optimal for $\delta_{CP}$. In particular, only a small fraction of the available information on $\delta_{CP}$ is extracted at the first maximum; the sensitivity improves at the second maximum, in line with the strategy of ESS$\nu$SB, a planned facility. Second, the QFI associated with $\delta_{CP}$ is approximately one order of magnitude smaller than that of the mixing angles, indicating that the
neutrino state intrinsically encodes less information about CP violation. Nevertheless, this
quantum bound lies well below current experimental uncertainties, implying that the present precision on $\delta_{CP}$ is not fundamentally limited. Our results provide a quantitative framework to disentangle fundamental from practical limitations and establish a
benchmark for optimizing future
neutrino facilities.
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All authors Claudia Frugiuele, Marco G. Genoni, Michela Ignoti, Matteo G. A. Paris
Quantum Physics · Cross-listed from cs.LG
Reinforcement Learning for Parameterized Quantum State Preparation: A Comparative Study
Gerhard Stenzel, Isabella Debelic, Michael Kölle et al. (+4 more)
We extend directed
quantum circuit synthesis (DQCS) with reinforcement learning from purely discrete gate selection to parameterized
quantum state preparation with continuous single-
qubit rotations \(R_x\), \(R_y\), and \(R_z\). We compare two training regimes: a one-stage
agent that jointly selects the gate type, the affected
qubit(s), and the rotation angle; and a two-stage variant that first proposes a discrete
circuit and subsequently optimizes the rotation angles with Adam using parameter-shift gradients. Using Gymnasium and PennyLane, we evaluate Proximal Policy Optimization (PPO) and Advantage Actor–Critic (A2C) on systems comprising two to ten
qubits and on targets of increasing complexity with \(\lambda\) ranging from one to five. Whereas A2C does not learn effective policies in this setting, PPO succeeds under stable hyperparameters (one-stage: learning rate approximately \(5\times10^{-4}\) with a self-fidelity-error threshold of 0.01; two-stage: learning rate approximately \(10^{-4}\)). Both approaches reliably reconstruct computational basis states (between 83% and 99% success) and Bell states (between 61% and 77% success). However, scalability saturates for \(\lambda\) of approximately three to four and does not extend to ten-
qubit targets even at \(\lambda=2\). The two-stage method offers only marginal accuracy gains while requiring around three times the runtime. For practicality under a fixed compute budget, we therefore recommend the one-stage PPO policy, provide explicit synthesized
circuits, and contrast with a classical variational baseline to outline avenues for improved scalability.
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All authors Gerhard Stenzel, Isabella Debelic, Michael Kölle, Tobias Rohe, Leo Sünkel, Julian Hager, Claudia Linnhoff-Popien
Quantum Physics
Port-based teleportation under pure-dephasing decoherence
Rajendra S. Bhati, Michał Studziński and Jarosław K. Korbicz
We study deterministic port based teleportation in the presence of noise affecting both the entangled resource state and the measurement process. We focus on a physically motivated model in which each Bell pair constituting the resource interacts with an identical local environment, corresponding to independently distributed entangled links. Two noisy scenarios are analyzed: one with decoherence acting solely on the resource state and ideal measurements, and another with noisy, noise adapted measurements optimised for the given noise model. In the first case, we derive an analytical lower bound and later a closed-form expression for the
entanglement fidelity of the teleportation channel and analyze its asymptotic behaviour. In the second, we combine semi analytical and numerical methods. Surprisingly, we find that noise-adapted measurements perform worse than the noiseless ones. To connect the abstract noise description with microscopic physics, we embed the protocol in a
spin boson model and investigate the influence of bath
memory and temperature on the teleportation fidelity, highlighting qualitative differences between different environments.
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Quantum Physics
Nonequilibrium Casimir-Polder Force: Motion-induced Thermal-like Effect
D. Reiche, B. Beverungen, K. Busch et al. (+1 more)
The Casimir-Polder force is analyzed when an atom is moving at a constant velocity relative to a collection of translationally invariant macroscopic bodies with generic shapes and compositions. The interaction is described within an approach that accurately treats the atom-field coupling and accounts for the backaction from the environment onto the moving particle. Previously overlooked aspects are uncovered and linked to the nonequilibrium and nonconservative nature of the interaction. Specifically, we examine a behavior that can be understood by characterizing the underlying physical processes in terms of a motional-induced effective temperature. This phenomenon shares similarities with the Fulling-Davies-Unruh effect, opening new perspectives for the understanding of nonequilibrium physics at work in the system.
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All authors D. Reiche, B. Beverungen, K. Busch, F. Intravaia
Quantum Physics
Quantitative study of Silicon Waveguides for the Generation of Quantum Correlated Photon Pairs Bridging Mid-Infrared and Telecom Bands
Abhishek Kumar Pandey, Deepak Jain and Catherine Baskiotis
Sources of
quantum correlated
photons pairs bridging the 3um-4um Mid-infrared (MIR) band and Telecom/Near-Infrared/Visible band are of high importance for
quantum technologies. Spontaneous Parametric Down Conversion is generally used for realizing such sources, but requires costly implementation platforms with reduced versatility. Here, we explore the potentialities of Spontaneous Four-Wave Mixing (SFWM) in all-solid Silicon On
Insulator (SOI) waveguides thanks to an experimentally validated model and propose designs ensuring the production of correlated
photon pairs bridging the 3um-4um Mid-infrared band and Telecom C-band. Choosing a pump with a wavelength in the range 2100nm-2210nm and a pulse duration of 5ps, we quantitatively performed simulations targeting a probability of
photon pair generation per pulse of 0.05, and we found realistic conditions of utilization (2cm-length straight waveguides, intra-modal Four Wave Mixing with the fundamental TE00 mode) with a pump peak power in between 9.2mW and 32mW. A first design (wCOM) reaches a signal wavelength as high as 3.905um, which is situated in an atmospheric transparency window, while maintaining an idler in the Telecom C-band, making it of high interest for atmospheric
Quantum Key Distribution. Two other designs wCH4 and wNO2 aim precise CH4 and NO2 gas sensing with a signal wavelength of 3265nm and 3461nm respectively. In terms of signal/idler wavelength separation, wCOM attains the value of 2364nm which is well above the current record of ~1125nm obtained in
quantum regime with SFWM in all-solid SOI waveguides.
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Quantum Physics
Edge states and quantum optical high-harmonic generation from topological insulators
Christian Saugbjerg Lange and Lars Bojer Madsen
The strong-field process of high-harmonic generation (HHG) has, in recent years, been treated from a
quantum optical perspective in the emerging research area of strong-field
quantum optics. These investigations show that HHG radiation is, in general, in a nonclassical state of light. However, the
quantum optical treatment of HHG from topological nontrivial materials is missing. Here, we aim to address this gap in current knowledge and consider the
quantum optical HHG response from the Su-Schrieffer-Heeger model, a finite chain of atoms with both a topologically trivial and nontrivial insulating phase, the latter supporting edge states. We find that HHG from both topological phases is squeezed at the band-gap frequency. Interestingly, while the harmonic spectrum discriminates the two topological phases of the system, the degree of squeezing only discriminates the phases for smaller chain lengths. We attribute this difference to a relative increase in overlap between bulk and edge states in the topological nontrivial phase for smaller systems. Our findings reveal how the strength of dipole couplings governs the nonclassical HHG response and define new research questions on topologically protected generation of
quantum light in strong-field physics.
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Quantum Physics
Remote predictability of quantum measurement outcomes
Chirag Srivastava, Aparajita Bhattacharyya, Sheikh Parvez Mandal et al. (+2 more)
Predicting
quantum measurement outcomes for a local observer makes sense before, but not after, the measurement. However, for a remote observer, predicting measurement outcomes even after measurement remains a valid question. We define remote predictability as the degree to which one observer can predict a measurement outcome of a spatially separated observer, given full knowledge of the shared
quantum state and measurement setting. We show that the remote predictability before and after the measurement remains the same for product states, whereas it increases for all pure entangled states and for some classically correlated states. Perfect remote predictability for arbitrary projective measurements occurs only for maximally entangled states among all pure states, underscoring their special role. Comparing pure entangled states with their dephased versions, we find that dephasing on one subsystem can enhance remote predictability for a broad class of states and measurements - a counterintuitive, noise-induced advantage that vanishes for maximally entangled states under any projective measurement.
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All authors Chirag Srivastava, Aparajita Bhattacharyya, Sheikh Parvez Mandal, Mahasweta Pandit, Ujjwal Sen
Quantum Physics
Measurement Induced Subradiance
Ipsita Bar, Aditi Thakar and B. Prasanna Venkatesh
Preparing subradiant steady states of collectively emitting
quantum two-level emitters (TLEs) is hindered by their dark, weakly interacting nature. Existing approaches rely on patterned driving, local control, or structured environments. We propose a platform-independent protocol based on projective measurements on a single TLE. For permutation-symmetric ensembles, a single measurement yields appreciable occupation of single-excitation subradiant steady states. For generic arrays, repeated measurements on one emitter drive the unmeasured TLEs into a nearly pure state with large overlap with the subradiant Dicke subspace.
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