Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions

Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions

13 March 2025

Juan L. Gamella

Papers citing "Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions"

11 / 11 papers shown

Title
Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling Xudong Sun Alex Markham Pratik Misra Carsten Marr CML 58 0 0 12 Mar 2025
Generative Intervention Models for Causal Perturbation Modeling Nora Schneider Lars Lorch Niki Kilbertus Bernhard Schölkopf Andreas Krause 73 2 0 21 Nov 2024
Interventional Causal Structure Discovery over Graphical Models with Convergence and Optimality Guarantees Qiu Chengbo Yang Kai CML 19 0 0 09 Aug 2024
Bayesian causal discovery from unknown general interventions Alessandro Mascaro F. Castelletti 8 1 0 01 Dec 2023
$$\texttt{causalAssembly}$: Generating Realistic Production Data for Benchmarking Causal Discovery$ $\texttt{causalAssembly}$ : Generating Realistic Production Data for Benchmarking Causal Discovery Konstantin Göbler Tobias Windisch Mathias Drton T. Pychynski Steffen Sonntag Martin Roth CML 35 9 0 19 Jun 2023
Learning Linear Causal Representations from Interventions under General Nonlinear Mixing Simon Buchholz Goutham Rajendran Elan Rosenfeld Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar CML 19 57 0 04 Jun 2023
Learning and scoring Gaussian latent variable causal models with unknown additive interventions Armeen Taeb Juan L. Gamella C. Heinze-Deml Peter Buhlmann CML 15 3 0 18 Jan 2021
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric P. Xing CML 101 254 0 29 Sep 2019
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 133 434 0 20 Feb 2013
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 208 628 0 20 Feb 2013
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 135 417 0 20 Feb 2013