Search Results for author: Siyuan Guo

Found 3 papers, 2 papers with code

Pragmatic Fairness: Developing Policies with Outcome Disparity Control

1 code implementation28 Jan 2023 Limor Gultchin, Siyuan Guo, Alan Malek, Silvia Chiappa, Ricardo Silva

We introduce a causal framework for designing optimal policies that satisfy fairness constraints.

Fairness

Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data

no code implementations29 Mar 2022 Siyuan Guo, Viktor Tóth, Bernhard Schölkopf, Ferenc Huszár

It is known that under i.\, i.\, d assumption, even with infinite data, there is a limit to how fine-grained a causal structure we can identify.

Causal Inference

Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation

1 code implementation28 May 2021 Siyuan Guo, Lixin Zou, Yiding Liu, Wenwen Ye, Suqi Cheng, Shuaiqiang Wang, Hechang Chen, Dawei Yin, Yi Chang

Based on it, a more robust doubly robust (MRDR) estimator has been proposed to further reduce its variance while retaining its double robustness.

Imputation Recommendation Systems +1

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