261 citations · 1.1k across the 12 of their papers we have counts for
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cond-mat.stat-mech2020★ 51 cited
Tropical Tensor Network for Ground States of Spin Glasses
Jin-Guo Liu, Lei Wang, Pan Zhang
We present a unified exact tensor network approach to compute the ground state energy, identify the optimal configuration, and count the number of solutions for spin glasses. The m…
cond-mat.stat-mech2018★ 223 cited
Solving Statistical Mechanics Using Variational Autoregressive Networks
Dian Wu, Lei Wang, Pan Zhang
We propose a general framework for solving statistical mechanics of systems with finite size. The approach extends the celebrated variational mean-field approaches using autoregres…
cond-mat.stat-mech2017★ 261 cited
Unsupervised Generative Modeling Using Matrix Product States
Zhao-Yu Han, Jun Wang, Heng Fan +2
Generative modeling, which learns joint probability distribution from data and generates samples according to it, is an important task in machine learning and artificial intelligen…