Search Results - "Liu, Zidu"

Solving quantum master equations with deep quantum neural networks by Liu, Zidu, Duan, L.-M., Deng, Dong-Ling

“…Deep quantum neural networks may provide a promising way to achieve a quantum learning advantage with noisy intermediate-scale quantum devices. Here, we use…”
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Presence and Absence of Barren Plateaus in Tensor-Network Based Machine Learning by Liu, Zidu, Yu, Li-Wei, Duan, L-M, Deng, Dong-Ling

“…Tensor networks are efficient representations of high-dimensional tensors with widespread applications in quantum many-body physics. Recently, they have been…”
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Theory on variational high-dimensional tensor networks by Liu, Zidu, Ye, Qi, Yu, Li-Wei, Duan, L. -M, Deng, Dong-Ling

“…Tensor network methods are powerful tools for studying quantum many-body systems. In this paper, we investigate the emergent statistical properties of random…”
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Solving Quantum Master Equations with Deep Quantum Neural Networks by Liu, Zidu, Duan, L. -M, Deng, Dong-Ling

“…Deep quantum neural networks may provide a promising way to achieve quantum learning advantage with noisy intermediate scale quantum devices. Here, we use deep…”
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Quantum Capsule Networks by Liu, Zidu, Shen, Pei-Xin, Li, Weikang, Duan, L. -M, Deng, Dong-Ling

“…Quantum Sci. Technol. 8 015016 (2022) Capsule networks, which incorporate the paradigms of connectionism and symbolism, have brought fresh insights into…”
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The Presence and Absence of Barren Plateaus in Tensor-network Based Machine Learning by Liu, Zidu, Yu, Li-Wei, Duan, L. -M, Deng, Dong-Ling

“…Tensor networks are efficient representations of high-dimensional tensors with widespread applications in quantum many-body physics. Recently, they have been…”
Get full text