658 citations · 1.3k across the 18 of their papers we have counts for
18 papers
Neural-network solutions to stochastic reaction networks
Ying Tang, Jiayu Weng, Pan Zhang
The stochastic reaction network in which chemical species evolve through a set of reactions is widely used to model stochastic processes in physics, chemistry and biology. To chara…
Minimum Long-Loop Feedback Vertex Set and Network Dismantling
Tianyi Li, Pan Zhang, Hai-Jun Zhou
Network dismantling aims at breaking a network into disconnected components, and attacking vertices that intersect with many loops has proven to be a most efficient strategy. But t…
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…
Weighted Community Detection and Data Clustering Using Message Passing
Cheng Shi, Yanchen Liu, Pan Zhang
Grouping objects into clusters based on similarities or weights between them is one of the most important problems in science and engineering. In this work, by extending message pa…
Compressed Sensing by Shortest-Solution Guided Decimation
Mutian Shen, Pan Zhang, Hai-Jun Zhou
Compressed sensing is an important problem in many fields of science and engineering. It reconstructs signals by finding sparse solutions to underdetermined linear equations. In th…