Causal Structure Learning: a Combinatorial Perspective

2 June 2022

Papers citing "Causal Structure Learning: a Combinatorial Perspective"

15 / 15 papers shown

Title
Standardizing Structural Causal Models Weronika Ormaniec Scott Sussex Lars Lorch Bernhard Schölkopf Andreas Krause CML 61 5 0 17 Jun 2024
Investigating potential causes of Sepsis with Bayesian network structure learning Bruno Petrungaro N. K. Kitson Anthony C. Constantinou CML 64 0 0 13 Jun 2024
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders Christian Toth Christian Knoll Franz Pernkopf Robert Peharz CML 57 1 0 22 Feb 2024
Optimal estimation of Gaussian (poly)trees Yuhao Wang Ming Gao Wai Ming Tai Bryon Aragam Arnab Bhattacharyya TPM 34 1 0 09 Feb 2024
Learning Linear Gaussian Polytree Models with Interventions D. Tramontano L. Waldmann Mathias Drton Eliana Duarte 44 0 0 08 Nov 2023
Differentiable Bayesian Structure Learning with Acyclicity Assurance Quang-Duy Tran Phuoc Nguyen Bao Duong Thin Nguyen 38 2 0 04 Sep 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen M. Besserve Wendong Liang Luigi Gresele Armin Kekić Elias Bareinboim David M. Blei Bernhard Schölkopf CML 32 57 0 01 Jun 2023
Linear Causal Disentanglement via Interventions C. Squires A. Seigal Salil Bhate Caroline Uhler CML 29 66 0 29 Nov 2022
Causal Abstraction with Soft Interventions Riccardo Massidda Atticus Geiger Thomas Icard D. Bacciu 28 13 0 22 Nov 2022
Optimal estimation of Gaussian DAG models Ming Gao W. Tai Bryon Aragam 53 9 0 25 Jan 2022
Universal Lower Bound for Learning Causal DAGs with Atomic Interventions Vibhor Porwal P. Srivastava Gaurav Sinha CML 48 2 0 09 Nov 2021
Parameter Priors for Directed Acyclic Graphical Models and the Characterization of Several Probability Distributions D. Geiger David Heckerman 117 195 0 05 May 2021
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 438 0 20 Feb 2013
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 228 628 0 20 Feb 2013
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013