150 citations · 303 across the 12 of their papers we have counts for
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cond-mat.stat-mech2023★ 6 cited
Tensor Network Message Passing
Yijia Wang, Yuwen Ebony Zhang, Feng Pan +1
When studying interacting systems, computing their statistical properties is a fundamental problem in various fields such as physics, applied mathematics, and machine learning. How…
cond-mat.stat-mech2021★ 16 cited
Boltzmann machines as two-dimensional tensor networks
Sujie Li, Feng Pan, Pengfei Zhou +1
Restricted Boltzmann machines (RBM) and deep Boltzmann machines (DBM) are important models in machine learning, and recently found numerous applications in quantum many-body physic…
cond-mat.stat-mech2019★ 14 cited
Solving Statistical Mechanics on Sparse Graphs with Feedback Set Variational Autoregressive Networks
Feng Pan, Pengfei Zhou, Hai-Jun Zhou +1
We propose a method for solving statistical mechanics problems defined on sparse graphs. It extracts a small Feedback Vertex Set (FVS) from the sparse graph, converting the sparse…