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Interpreting convolutional neural networks' low-dimensional approximation to quantum spin systems
Published 2025-01-01“…In this work, we use methodologies from information theory, group theory and machine learning, to elucidate how CNN captures relevant physics of quantum systems. We connect CNNs to a class of restricted maximum entropy (MaxEnt) and entangled plaquette correlator product state (EP-CPS) models that approximate symmetry constrained classical correlations between subsystems. …”
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A Post-Processing Method for Quantum Random Number Generator Based on Zero-Phase Component Analysis Whitening
Published 2025-01-01“…It is necessary to perform the post-processing to extract the true quantum randomness contained in raw data generated by the entropy source of QRNG. …”
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Forecasting long-time dynamics in quantum many-body systems by dynamic mode decomposition
Published 2025-01-01“…Despite the simplicity of the method, the effectiveness and applicability of the DMD in quantum many-body systems such as the Ising model in the transverse field at the critical point are demonstrated, even when the time evolution at long time exhibits complicated features such as a volume-law entanglement entropy and consequential power-law decays of correlations characteristic of systems with long-ranged quantum entanglements unlike fluid dynamics. …”
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Quantum features for a system of two qutrits in the presence of power-law potential field
Published 2025-02-01“…The effects of power lower potential parameters on the evolution of quantum measures such as negativity, quantum coherence, von Neumann entropy, and the Mandel parameter are analyzed when the T-Q are initially in the upper and Bell states. …”
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Quantum theory-inspired inter-sentence semantic interaction model for textual adversarial defense
Published 2024-12-01“…Abstract Deep neural networks have a recognized susceptibility to diverse forms of adversarial attacks in the field of natural language processing and such a security issue poses substantial security risks and erodes trust in artificial intelligence applications among people who use them. Meanwhile, quantum theory-inspired models that represent word composition as a quantum mixture of words have modeled the non-linear semantic interaction. …”
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Quantum Fisher information of N-level atoms under the influence of the thermal field and the Stark effect
Published 2025-01-01“…This study investigates the quantum features of quantum entanglement (QE) in N-level atomic systems interacting with the thermal state subjected to varying Stark shift (SS) parameters. …”
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Anomalous Behavior of the Non-Hermitian Topological System with an Asymmetric Coupling Impurity
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Fault Diagnosis of Variable Load Bearing Based on Quantum Chaotic Fruit Fly VMD and Variational RVM
Published 2019-01-01“…Secondly, the known bearing fault signal is decomposed by the optimized VMD, and the center frequency and marginal spectral entropy (MSE) of each natural modal component are extracted to construct two-dimensional MSE. …”
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Magnetocaloric Effect for a <i>Q</i>-Clock-Type System
Published 2024-12-01“…Given the broader relevance of the <i>Q</i>-state clock model in areas such as percolation theory, neural networks, and biological systems, where multi-state interactions are essential, our study provides a robust framework in applied quantum mechanics, statistical physics, and related fields.…”
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Maximally Localized States and Quantum Corrections of Black Hole Thermodynamics in the Framework of a New Generalized Uncertainty Principle
Published 2015-01-01“…On the other hand, in the framework of this new GUP we calculate quantum corrections to the thermodynamic quantities of the Schwardzschild black hole, such as the Hawking temperature, the entropy, and the heat capacity, and give a remnant mass of the black hole at the end of the evaporation process. …”
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Thermodynamic properties and the confinement frequency for Second Pὃschl-Teller potential
Published 2025-03-01“…The study of thermodynamic properties for different potentials as a function of temperature and maximum quantum state have been widely reported. In the present study, the authors examined the effect of the total confinement frequency (which is a combination of a confinement frequency ω0 and cyclotron frequency ωc) on some thermodynamic properties such as the vibrational enthalpy, the vibrational Gibbs free energy and the vibrational entropy. …”
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Phase transitions from heating to non-heating in $SU(1,1)$ quantum dynamics: Applications to Bose-Einstein condensates and periodically driven coupled oscillators
Published 2025-02-01“…We study the entanglement properties in non-equilibrium quantum systems with the $SU(1,1)$ structure. Through Möbius transformation, we map the dynamics of these systems following a sudden quench or a periodic drive onto three distinct trajectories on the Poincaré disc, corresponding the heating, non-heating, and a phase boundary describing these non-equilibrium quantum states. …”
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Surface gravity analysis in Gauss-Bonnet and Barrow black holes
Published 2025-02-01“…Concerning this last issue, the quantum features that permeate Hawking radiation provide us a direct indication that a BH has its temperature directly connected to its area and that its entropy is proportional to the horizon area. …”
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Non-Orthogonality of QAM and Sunflower-like Modulated Coherent-State Signals
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Nonequilibrium Dynamics of Charged Dual-Unitary Circuits
Published 2025-02-01“…The interplay between symmetries and entanglement in out-of-equilibrium quantum systems is currently at the center of an intense multidisciplinary research effort. …”
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Thermalization and non-monotonic entanglement growth in an exactly solvable model
Published 2024-12-01“…Abstract We study quantum quenches and subsequent non-equilibrium dynamics of free Dirac fermions in 1 + 1 spacetime dimensions using time dependent mass. …”
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