38 citations · 44 across the 7 of their papers we have counts for
4 papers · 1 filter
Utilizing Causal Network Markers to Identify Tipping Points ahead of Critical Transition
Shirui Bian, Zezhou Wang, Siyang Leng +2
Early-warning signals of delicate design are always used to predict critical transitions in complex systems, which makes it possible to render the systems far away from the catastr…
Deciphering interventional dynamical causality from non-intervention complex systems
Jifan Shi, Yang Li, Juan Zhao +5
Detecting and quantifying causality is a focal topic in the fields of science, engineering, and interdisciplinary studies. However, causal studies on non-intervention systems attra…
UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification
Minhao Zou, Zhongxue Gan, Yutong Wang +4
Graph and hypergraph representation learning has attracted increasing attention from various research fields. Despite the decent performance and fruitful applications of Graph Neur…
Embedding Theory of Reservoir Computing and Reducing Reservoir Network Using Time Delays
Xing-Yue Duan, Xiong Ying, Si-Yang Leng +3
Reservoir computing (RC), a particular form of recurrent neural network, is under explosive development due to its exceptional efficacy and high performance in reconstruction or/an…