Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders

9 July 2018

Joris M. Mooij

Papers citing "Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders"

29 / 29 papers shown

Title
Identifying Macro Causal Effects in C-DMGs Simon Ferreira Charles K. Assaad CML 546 0 0 02 Apr 2025
An Asymmetric Independence Model for Causal Discovery on Path Spaces Georg Manten Cecilia Casolo Søren Wengel Mogensen Niki Kilbertus 138 0 0 12 Mar 2025
Identifying macro conditional independencies and macro total effects in summary causal graphs with latent confounding Simon Ferreira Charles K. Assaad CML 70 5 0 10 Jul 2024
Algorithmic Identification of Essential Exogenous Nodes for Causal Sufficiency in Brain Networks Abdolmahdi Bagheri Mahdi Dehshiri Babak N. Araabi Alireza Akhondi-Asl CML 103 1 0 08 Mar 2024
Comparative Study of Causal Discovery Methods for Cyclic Models with Hidden Confounders B. Lorbeer Mustafa Mohsen 48 1 0 23 Jan 2024
Modeling Latent Selection with Structural Causal Models Leihao Chen O. Zoeter Joris M. Mooij AI4CE CML 29 4 0 12 Jan 2024
Establishing Markov Equivalence in Cyclic Directed Graphs Tom Claassen Joris M. Mooij 50 2 0 01 Sep 2023
Intervention Generalization: A View from Factor Graph Models Gecia Bravo Hermsdorff David S. Watson Jialin Yu Jakob Zeitler Ricardo M. A. Silva CML 77 6 0 06 Jun 2023
Passive learning of active causal strategies in agents and language models Andrew Kyle Lampinen Stephanie C. Y. Chan Ishita Dasgupta A. Nam Jane X. Wang 91 18 0 25 May 2023
Discovering Causal Relations and Equations from Data Gustau Camps-Valls Andreas Gerhardus Urmi Ninad Gherardo Varando Georg Martius E. Balaguer-Ballester Ricardo Vinuesa Emiliano Díaz L. Zanna Jakob Runge PINN AI4Cl AI4CE CML 108 77 0 21 May 2023
A Survey on Causal Discovery: Theory and Practice Alessio Zanga Fabio Stella CML 77 45 0 17 May 2023
A Survey of Methods, Challenges and Perspectives in Causality Gaël Gendron Michael Witbrock Gillian Dobbie OOD AI4CE CML 82 13 0 01 Feb 2023
Discovering Agents Zachary Kenton Ramana Kumar Sebastian Farquhar Jonathan G. Richens Matt MacDermott Tom Everitt CML 116 31 0 17 Aug 2022
Language-Based Causal Representation Learning Blai Bonet Hector Geffner 79 0 0 12 Jul 2022
Causal Structure Learning: a Combinatorial Perspective C. Squires Caroline Uhler CML 120 47 0 02 Jun 2022
A Unified Experiment Design Approach for Cyclic and Acyclic Causal Models Ehsan Mokhtarian Saber Salehkaleybar AmirEmad Ghassami Negar Kiyavash 89 3 0 20 May 2022
Simulations in Recommender Systems: An industry perspective Lucas Bernardi S. Batra C. Bruscantini 39 8 0 14 Sep 2021
Obtaining Causal Information by Merging Datasets with MAXENT Sergio Hernan Garrido Mejia Elke Kirschbaum Dominik Janzing CML 123 10 0 15 Jul 2021
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 147 305 0 03 Mar 2021
Causality and independence in perfectly adapted dynamical systems Tineke Blom Joris M. Mooij CML 102 8 0 28 Jan 2021
Robustness of Model Predictions under Extension Tineke Blom Joris M. Mooij 61 2 0 08 Dec 2020
Structure Learning for Cyclic Linear Causal Models Carlos Améndola Philipp Dettling Mathias Drton Federica Onori Jun Wu CML 66 16 0 10 Jun 2020
Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles Joris M. Mooij Tom Claassen 88 42 0 01 May 2020
Info Intervention Heyang Gong Zhu Ke CML 23 0 0 24 Jul 2019
Causal Discovery with a Mixture of DAGs Eric V. Strobl CML 70 17 0 28 Jan 2019
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias Patrick Forré Joris M. Mooij CML 86 32 0 02 Jan 2019
A Constraint-Based Algorithm For Causal Discovery with Cycles, Latent Variables and Selection Bias Eric V. Strobl CML 75 30 0 05 May 2018
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions Sara Magliacane T. V. Ommen Tom Claassen Stephan Bongers Philip Versteeg Joris M. Mooij OOD CML 147 237 0 20 Jul 2017
Foundations of Structural Causal Models with Cycles and Latent Variables Stephan Bongers Patrick Forré J. Peters Joris M. Mooij 93 167 0 18 Nov 2016