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stat.ML2024★ 1 cited
Local Causal Discovery with Background Knowledge
Qingyuan Zheng, Yue Liu, Yangbo He
Causality plays a pivotal role in various fields of study. Based on the framework of causal graphical models, previous works have proposed identifying whether a variable is a cause…
stat.ML2021★ 13 cited
A Local Method for Identifying Causal Relations under Markov Equivalence
Zhuangyan Fang, Yue Liu, Zhi Geng +2
Causality is important for designing interpretable and robust methods in artificial intelligence research. We propose a local approach to identify whether a variable is a cause of…