output
20182022
most citedA General Deep Learning Framework for Network Reconstruction and Dynamics Learning

61 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing 2022Show all

2 papers · 1 filter

physics.soc-ph2022★ 51 cited

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…

cs.LG2022★ 22 cited

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…