Solving the Electronic Schr?dinger Equation by Pairing Tensor-Network State with Neural Network Quantum State

MATHEMATICS(2024)

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摘要
Neural network methods have shown promise for solving complex quantum many-body systems. In this study, we develop a novel approach through incorporating the density-matrix renormalization group (DMRG) method with the neural network quantum state method. The results demonstrate that, when tensor-network pre-training is introduced into the neural network, a high efficiency can be achieved for quantum many-body systems with strong correlations.
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关键词
quantum mechanics,neural network quantum state,high-performance simulations,strongly correlated materials,81-10
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