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Neural Quantum States in Variational Monte Carlo Method: A Brief Summary

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arxiv 2406.01017 v1 pith:ZPAJMRIQ submitted 2024-06-03 cond-mat.str-el quant-ph

classification cond-mat.str-elquant-ph
keywords neuralmethodquantumstatessystemscarlofunctionsinteractions
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In this note, variational Monte Carlo method based on neural quantum states for spin systems is reviewed. Using a neural network as the wave function allows for a more generalized expression of various types of interactions, including highly non-local interactions, which are closely related to its non-linear activation functions. Additionally, neural networks can represent relatively complex wave functions with relatively small computational resources when dealing with higher-dimensional systems, which is undoubtedly a "flattening" advantage. In quantum-state tomography, the representation method of neural quantum states has already achieved significant results, hinting at its potential in handling larger-sized systems.

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  1. Spin dynamics of an easy-plane Dirac spin liquid in a frustrated XY model: Application to honeycomb cobaltates

    cond-mat.str-el 2024-12 conditional novelty 5.0 of 10

    A Dirac spin liquid with random-phase-approximation corrections reproduces the phase diagram and spin dynamics, including THz and neutron signatures, of the frustrated honeycomb J1-J3 XY model relevant to cobaltates.

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