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cs.LG 1

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2025 1

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CONDITIONAL 1

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Latent Variable Modeling for Robust Causal Effect Estimation

cs.LG · 2025-08-27 · conditional · novelty 5.0

Latent DML fits a parametric latent variable model to DML residuals and adjusts the outcome residual before the final effect regression, yielding consistent estimates under well-specified unobserved confounding.

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  • Latent Variable Modeling for Robust Causal Effect Estimation cs.LG · 2025-08-27 · conditional · none · ref 4

    Latent DML fits a parametric latent variable model to DML residuals and adjusts the outcome residual before the final effect regression, yielding consistent estimates under well-specified unobserved confounding.