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#machine learning Preprint Sep 2026

Decoupled Causal Discovery

Causal discovery from observational data is a fundamental yet challenging task in scientific research. While existing approaches are primarily based on conditional independence tests, structure scores, or restrictive functional assumptions, we propose Decoupled Causal Discovery (DCD), a novel decoupling-based perspecti...

Zheng Guan, Fei Wu, Kun Kuang · 0 citations

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