Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score
Search and Grow-Shrink Trees

Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow-Shrink Trees

26 October 2023

Ruben Sanchez-Romero

Jazmin Camchong

Erich Kummerfeld

Papers citing "Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow-Shrink Trees"

13 / 13 papers shown

Title
Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery Rebecca Herman Jonas Wahl Urmi Ninad Jakob Runge 57 0 0 21 Mar 2025
An extensive simulation study evaluating the interaction of resampling techniques across multiple causal discovery contexts Ritwick Banerjee Bryan Andrews Erich Kummerfeld CML 48 0 0 19 Mar 2025
QWO: Speeding Up Permutation-Based Causal Discovery in LiGAMs Mohammad Shahverdikondori Ehsan Mokhtarian Negar Kiyavash CML 36 0 0 30 Oct 2024
ExDBN: Exact learning of Dynamic Bayesian Networks Pavel Rytír Ales Wodecki Georgios Korpas Jakub Mareˇcek CML 31 0 0 21 Oct 2024
Choosing DAG Models Using Markov and Minimal Edge Count in the Absence of Ground Truth Joseph Ramsey Bryan Andrews Peter Spirtes CML 32 2 0 30 Sep 2024
ProDAG: Projected Variational Inference for Directed Acyclic Graphs Ryan Thompson Edwin V. Bonilla Robert Kohn 42 0 0 24 May 2024
Better Simulations for Validating Causal Discovery with the DAG-Adaptation of the Onion Method Bryan Andrews Erich Kummerfeld CML 53 4 0 21 May 2024
Hyperplane Representations of Interventional Characteristic Imset Polytopes Benjamin Hollering Joseph Johnson Liam Solus 32 0 0 29 Apr 2024
Membership Testing in Markov Equivalence Classes via Independence Query Oracles Jiaqi Zhang Kirankumar Shiragur Caroline Uhler CML 59 0 0 09 Mar 2024
Algorithmic Identification of Essential Exogenous Nodes for Causal Sufficiency in Brain Networks Abdolmahdi Bagheri Mahdi Dehshiri Babak N. Araabi Alireza Akhondi-Asl CML 36 2 0 08 Mar 2024
DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization Kevin Bello Bryon Aragam Pradeep Ravikumar 66 78 0 16 Sep 2022
Benchpress: A Scalable and Versatile Workflow for Benchmarking Structure Learning Algorithms Felix L. Rios G. Moffa Jack Kuipers CML 27 12 0 08 Jul 2021
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013