Entropic Causal Inference: Identifiability and Finite Sample Results

Entropic Causal Inference: Identifiability and Finite Sample Results

10 January 2021

Spencer Compton

Murat Kocaoglu

Kristjan Greenewald

Dmitriy A. Katz

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Papers citing "Entropic Causal Inference: Identifiability and Finite Sample Results"

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Title
A causal framework for explaining the predictions of black-box sequence-to-sequence models David Alvarez-Melis Tommi Jaakkola CML 353 204 0 06 Jul 2017
Avoiding Discrimination through Causal Reasoning Niki Kilbertus Mateo Rojas-Carulla Giambattista Parascandolo Moritz Hardt Dominik Janzing Bernhard Schölkopf FaML CML 115 584 0 08 Jun 2017
Interaction Information for Causal Inference: The Case of Directed Triangle AmirEmad Ghassami Negar Kiyavash 43 23 0 30 Jan 2017
Entropic Causality and Greedy Minimum Entropy Coupling Murat Kocaoglu A. Dimakis S. Vishwanath B. Hassibi 40 17 0 28 Jan 2017
Entropic Causal Inference Murat Kocaoglu A. Dimakis S. Vishwanath B. Hassibi CML 46 75 0 12 Nov 2016
Distinguishing cause from effect using observational data: methods and benchmarks Joris M. Mooij J. Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf CML 120 138 0 11 Dec 2014
Justifying Information-Geometric Causal Inference Dominik Janzing Bastian Steudel Naji Shajarisales Bernhard Schölkopf CML 49 34 0 11 Feb 2014
Consistency of Causal Inference under the Additive Noise Model Samory Kpotufe Eleni Sgouritsa Dominik Janzing Bernhard Schölkopf CML 71 45 0 19 Dec 2013
High-dimensional learning of linear causal networks via inverse covariance estimation Po-Ling Loh Peter Buhlmann CML 115 189 0 14 Nov 2013
Identifiability of Gaussian structural equation models with equal error variances J. Peters Peter Buhlmann CML 178 339 0 11 May 2012
Causal inference using the algorithmic Markov condition Dominik Janzing Bernhard Schölkopf CML 160 307 0 23 Apr 2008