48 citations · 114 across the 6 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
stat.ML2019★ 19 cited
Quantum Compressed Sensing with Unsupervised Tensor-Network Machine Learning
Shi-Ju Ran, Zheng-Zhi Sun, Shao-Ming Fei +2
We propose tensor-network compressed sensing (TNCS) by combining the ideas of compressed sensing, tensor network (TN), and machine learning, which permits novel and efficient quant…
cond-mat.str-el2019★ 7 cited
Reentrance of Topological Phase in Spin-1 Frustrated Heisenberg Chain
Yuan Yang, Shi-Ju Ran, Xi Chen +4
For the Haldane phase, the magnetic field usually tends to break the symmetry and drives the system into a topologically trivial phase. Here, we report a novel reentrance of the Ha…
cs.LG2019★ 48 cited
Generative Tensor Network Classification Model for Supervised Machine Learning
Zheng-Zhi Sun, Cheng Peng, Ding Liu +2
Tensor network (TN) has recently triggered extensive interests in developing machine-learning models in quantum many-body Hilbert space. Here we purpose a generative TN classificat…