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Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants

stat.ML · 2025-06-05 · conditional · novelty 7.0

In latent-variable LiNGAM, causal effects are generically identifiable and estimable from higher-order cumulants using a single proxy, even with a proxy-to-treatment edge, or a single instrument for several treatments.

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  • Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants stat.ML · 2025-06-05 · conditional · none · ref 13

    In latent-variable LiNGAM, causal effects are generically identifiable and estimable from higher-order cumulants using a single proxy, even with a proxy-to-treatment edge, or a single instrument for several treatments.