61 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
4 papers
Expectation-Maximizing Network Reconstruction and MostApplicable Network Types Based on Binary Time Series Data
Kaiwei Liu, Xing Lv, Fei Gao +1
Based on the binary time series data of social infection dynamics, we propose a general framework to reconstruct 2-simplex complexes with two-body and three-body interactions by co…
Neural Information Squeezer for Causal Emergence
Jiang Zhang, Kaiwei Liu
The classic studies of causal emergence have revealed that in some Markovian dynamical systems, far stronger causal connections can be found on the higher-level descriptions than t…
Tensor networks for unsupervised machine learning
Jing Liu, Sujie Li, Jiang Zhang +1
Modeling the joint distribution of high-dimensional data is a central task in unsupervised machine learning. In recent years, many interests have been attracted to developing learn…
A General Deep Learning Framework for Network Reconstruction and Dynamics Learning
Zhang Zhang, Yi Zhao, Jing Liu +4
Many complex processes can be viewed as dynamical systems on networks. However, in real cases, only the performances of the system are known, the network structure and the dynamica…