282 citations · 1.2k across the 35 of their papers we have counts for
36 papers
Tomography Scan of Charge Density Wave in NbSe2
Jyun-Yu Wu, Yung-Ting Lee, Guan-Hao Chen +15
Charge density wave (CDW) resulted from a small distortion in the lattice is able to create new orders beyond the original lattice. In 2H-NbSe2, one of the layered transition metal…
Deep Learning of Phase Transitions for Quantum Spin Chains from Correlation Aspects
Ming-Chiang Chung, Guang-Yu Huang, Ian P. McCulloch +1
Using machine learning (ML) to recognize different phases of matter and to infer the entire phase diagram has proven to be an effective tool given a large dataset. In our previous…
Revealing the Charge Density Wave caused by Peierls instability in two-dimensional NbSe
Yung-Ting Lee, Po-Tuan Chen, Zheng-Hong Li +10
The formation of a charge density wave (CDW) in two-dimensional (2D) materials caused by Peierls instability is a controversial topic. This study investigates the extensively debat…
Deep learning of topological phase transitions from entanglement aspects: An unsupervised way
Yuan-Hong Tsai, Kuo-Feng Chiu, Yong-Cheng Lai +5
Machine learning techniques have been shown to be effective to recognize different phases of matter and produce phase diagrams in the parameter space interested, while they usually…
Deep learning of topological phase transitions from entanglement aspects for two-dimensional chiral p-wave superconductors
Ming-Chiang Chung, Tsung-Pao Cheng, Guang-Yu Huang +1
Applying deep learning to investigate topological phase transitions (TPTs) becomes a useful method due to not only its ability to recognize patterns but also its statistical excell…
Relaxation of the entanglement spectrum in quench dynamics of topological systems
Yi-Hao Jhu, Pochung Chen, Ming-Chiang Chung
We study how the entanglement spectrum relaxes to its steady state in one-dimensional quadratic systems after a quantum quench. In particular we apply the saddle point expansion to…