Katarzyna Reluga

2 accepted papers

2026

Direct Doubly Robust Estimation of Conditional Quantile Contrasts

Josh Givens, Song Liu, Henry Reeve, Katarzyna Reluga

ICLR 2026poster

Within heterogeneous treatment effect (HTE) analysis, various estimands have been proposed to capture the effect of a treatment conditional on covariates. Recently, the conditional quantile comparator (CQC) has emerged as a promising estimand, offering quantile-level summaries akin to the conditiona…

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2024

Conditional Outcome Equivalence: A Quantile Alternative to CATE

Josh Givens, Henry Reeve, Song Liu, Katarzyna Reluga

NeurIPS 2024poster

The conditional quantile treatment effect (CQTE) can provide insight into the effect of a treatment beyond the conditional average treatment effect (CATE). This ability to provide information over multiple quantiles of the response makes the CQTE especially valuable in cases where the effect of a tr…

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