658 citations · 1.3k across the 18 of their papers we have counts for
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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…
Shortcut Matrix Product States and its applications
Zhuan Li, Pan Zhang
Matrix Product States (MPS), also known as Tensor Train (TT) decomposition in mathematics, has been proposed originally for describing an (especially one-dimensional) quantum syste…
Inference of kinetic Ising model on sparse graphs
Pan Zhang
Based on dynamical cavity method, we propose an approach to the inference of kinetic Ising model, which asks to reconstruct couplings and external fields from given time-dependent…
Stability analysis on the finite-temperature replica-symmetric and first-step replica-symmetry-broken cavity solutions of the random vertex cover problem
Pan Zhang, Ying Zeng, Haijun Zhou
The vertex-cover problem is a prototypical hard combinatorial optimization problem. It was studied in recent years by physicists using the cavity method of statistical mechanics. I…