Separators and Adjustment Sets in Causal Graphs: Complete Criteria and
an Algorithmic Framework

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Separators and Adjustment Sets in Causal Graphs: Complete Criteria and an Algorithmic Framework

28 February 2018

Benito van der Zander

Maciej Liskiewicz

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Papers citing "Separators and Adjustment Sets in Causal Graphs: Complete Criteria and an Algorithmic Framework"

14 / 14 papers shown

Title
Linear-Time Primitives for Algorithm Development in Graphical Causal Inference Marcel Wienöbst Sebastian Weichwald Leonard Henckel 17 0 0 18 Jun 2025
Faithlessness in Gaussian graphical models Mathias Drton Leonard Henckel Benjamin Hollering Pratik Misra 75 1 0 08 Apr 2024
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference Debo Cheng Yang Xie Ziqi Xu Jiuyong Li Lin Liu Jixue Liu Yinghao Zhang Zaiwen Feng CML BDL 60 1 0 08 Dec 2023
Confounder selection via iterative graph expansion F. R. Guo Qingyuan Zhao CML 54 6 0 12 Sep 2023
Finding and Listing Front-door Adjustment Sets H. Jeong Jin Tian Elias Bareinboim 81 9 0 11 Oct 2022
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey Debo Cheng Jiuyong Li Lin Liu Jixue Liu T. Le CML 94 32 0 20 Aug 2022
Combinatorial Pure Exploration of Causal Bandits Nuoya Xiong Wei Chen CML 126 9 0 16 Jun 2022
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications Marcel Wienöbst Max Bannach Maciej Liskiewicz 49 10 0 05 May 2022
Invariant Ancestry Search Phillip B. Mogensen Nikolaj Thams J. Peters 96 5 0 02 Feb 2022
A note on efficient minimum cost adjustment sets in causal graphical models Ezequiel Smucler A. Rotnitzky CML 66 8 0 06 Jan 2022
Necessary and sufficient graphical conditions for optimal adjustment sets in causal graphical models with hidden variables Jakob Runge CML 94 27 0 20 Feb 2021
Efficient adjustment sets in causal graphical models with hidden variables Ezequiel Smucler F. Sapienza A. Rotnitzky CML OffRL 100 33 0 22 Apr 2020
Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-based Approach Santtu Tikka Antti Hyttinen Juha Karvanen CML 172 31 0 04 Feb 2019
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs Emilija Perković J. Textor M. Kalisch Marloes H. Maathuis OffRL 95 149 0 22 Jun 2016