3 papers
cs.LG2025
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…
cs.LG2024
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…
cs.SI2024
Non-Bayesian Social Learning with Multiview Observations
Dongyan Sui, Weichen Cao, Stefan Vlaski +2
Non-Bayesian social learning enables multiple agents to conduct networked signal and information processing through observing environmental signals and information aggregating. Tra…