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Quantum resources of quantum and classical variational methods

Variational techniques have long been at the heart of atomic, solid-state, and many-body physics. They have recently extended to quantum and classical machine learning, providing a basis for representing quantum states via neural networks. These methods generally aim to minimize the energy of a give...

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Main Authors: Thomas Spriggs, Arash Ahmadi, Bokai Chen, Eliska Greplova
Format: Artigo
Language:Inglês
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
quantum information
neural networks
variational methods
quantum circuits
tensor networks
neural quantum states
Online Access:https://doi.org/10.1088/2632-2153/adaca2
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