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Estimating the long-term effects of novel treatments

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cs.LG 1

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2025 1

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REJECT 1

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Sequential Treatment Effect Estimation with Unmeasured Confounders

cs.LG · 2025-05-14 · reject · novelty 6.0

DSIV-CFR learns instrumental variables from observed covariates and uses a generalized method of moments to estimate sequential treatment effects under unmeasured confounding, but the identification proof is incomplete and the experiments measure only factual prediction error.

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  • Sequential Treatment Effect Estimation with Unmeasured Confounders cs.LG · 2025-05-14 · reject · none · ref 5

    DSIV-CFR learns instrumental variables from observed covariates and uses a generalized method of moments to estimate sequential treatment effects under unmeasured confounding, but the identification proof is incomplete and the experiments measure only factual prediction error.