48 citations · 114 across the 6 of their papers we have counts for
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cond-mat.str-el2020★ 23 cited
Visualizing Quantum Phases And Identifying Quantum Phase Transitions By Nonlinear Dimensionality Reduction
Yuan Yang, Zheng-Zhi Sun, Shi-Ju Ran +1
Identifying quantum phases and phase transitions is key to understand complex phenomena in statistical physics. In this work, we propose an unconventional strategy to access quantu…
cs.LG2020★ 17 cited
Tangent-Space Gradient Optimization of Tensor Network for Machine Learning
Zheng-zhi Sun, Shi-ju Ran, Gang Su
The gradient-based optimization method for deep machine learning models suffers from gradient vanishing and exploding problems, particularly when the computational graph becomes de…