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"

13 / 13 papers shown

Title
Meta-Dependence in Conditional Independence Testing Bijan Mazaheri Jiaqi Zhang Caroline Uhler CML 51 0 0 17 Apr 2025
CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series Gideon Stein M. Shadaydeh Jan Blunk Niklas Penzel Joachim Denzler AI4TS 42 0 0 21 Mar 2025
Causal Modeling in Multi-Context Systems: Distinguishing Multiple Context-Specific Causal Graphs which Account for Observational Support Martin Rabel Wiebke Günther Jakob Runge Andreas Gerhardus 11 0 0 27 Oct 2024
LoSAM: Local Search in Additive Noise Models with Mixed Mechanisms and General Noise for Global Causal Discovery Sujai Hiremath Promit Ghosal Kyra Gan CML 32 0 0 15 Oct 2024
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 31 1 0 10 Jun 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges Audrey Poinsot Alessandro Leite Nicolas Chesneau Michèle Sébag Marc Schoenauer 54 3 0 08 May 2024
Sample, estimate, aggregate: A recipe for causal discovery foundation models Menghua Wu Yujia Bao Regina Barzilay Tommi Jaakkola CML 49 7 0 02 Feb 2024
Learned Causal Method Prediction Shantanu Gupta Cheng Zhang Agrin Hilmkil OOD 38 2 0 07 Nov 2023
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 22 19 0 02 Feb 2022
Learning Sparse Nonparametric DAGs Xun Zheng Chen Dan Bryon Aragam Pradeep Ravikumar Eric P. Xing CML 111 258 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 37 18 0 14 Jul 2016
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 435 0 20 Feb 2013