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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
Dynamical causality under invisible confounders
Jinling Yan, Shao-Wu Zhang, Chihao Zhang +3
Causality inference is prone to spurious causal interactions, due to the substantial confounders in a complex system. While many existing methods based on the statistical methods o…