52 citations · 83 across the 3 of their papers we have counts for
3 papers
quant-ph2023★ 2 cited
Theory on variational high-dimensional tensor networks
Zidu Liu, Qi Ye, Li-Wei Yu +2
Tensor network methods are powerful tools for studying quantum many-body systems. In this paper, we investigate the emergent statistical properties of random high-dimensional tenso…
quant-ph2022★ 29 cited
Quantum Capsule Networks
Zidu Liu, Pei-Xin Shen, Weikang Li +2
Capsule networks, which incorporate the paradigms of connectionism and symbolism, have brought fresh insights into artificial intelligence. The capsule, as the building block of ca…
quant-ph2021★ 52 cited
The Presence and Absence of Barren Plateaus in Tensor-network Based Machine Learning
Zidu Liu, Li-Wei Yu, L. -M. Duan +1
Tensor networks are efficient representations of high-dimensional tensors with widespread applications in quantum many-body physics. Recently, they have been adapted to the field o…