Self-Compatibility: Evaluating Causal Discovery without Ground Truth

Self-Compatibility: Evaluating Causal Discovery without Ground Truth

18 July 2023

L. C. Vankadara

Atalanti A. Mastakouri

Francesco Locatello

Dominik Janzing Karlsruhe Institute of Technology

Papers citing "Self-Compatibility: Evaluating Causal Discovery without Ground Truth"

7 / 7 papers shown

Title
Causal Discovery over High-Dimensional Structured Hypothesis Spaces with Causal Graph Partitioning Ashka Shah Adela DePavia Nathaniel Hudson Ian T. Foster Rick L. Stevens CML 26 1 0 10 Jun 2024
Sample, estimate, aggregate: A recipe for causal discovery foundation models Menghua Wu Yujia Bao Regina Barzilay Tommi Jaakkola CML 41 7 0 02 Feb 2024
Toward Falsifying Causal Graphs Using a Permutation-Based Test Elias Eulig Atalanti A. Mastakouri Patrick Blobaum Michael W. Hardt Dominik Janzing 13 8 0 16 May 2023
Causal Inference Through the Structural Causal Marginal Problem Luigi Gresele Julius von Kügelgen Jonas M. Kubler Elke Kirschbaum Bernhard Schölkopf Dominik Janzing 17 19 0 02 Feb 2022
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric P. Xing CML 106 258 0 29 Sep 2019
Estimating and Controlling the False Discovery Rate for the PC Algorithm Using Edge-Specific P-Values Eric V. Strobl Peter Spirtes Shyam Visweswaran 26 18 0 14 Jul 2016
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 434 0 20 Feb 2013