Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations

29 October 2021

Papers citing "Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations"

8 / 8 papers shown

Title
A theory of independent mechanisms for extrapolation in generative models M. Besserve Rémy Sun Dominik Janzing Bernhard Schölkopf 58 26 0 01 Apr 2020
Group invariance principles for causal generative models M. Besserve Naji Shajarisales Bernhard Schölkopf Dominik Janzing 55 49 0 05 May 2017
Telling cause from effect in deterministic linear dynamical systems Naji Shajarisales Dominik Janzing Bernhard Schölkopf M. Besserve AI4TS CML 66 50 0 04 Mar 2015
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 81 607 0 27 Jun 2012
Inferring deterministic causal relations P. Daniušis Dominik Janzing Joris Mooij Jakob Zscheischler Bastian Steudel Kun Zhang Bernhard Schölkopf CML 115 192 0 15 Mar 2012
Testing whether linear equations are causal: A free probability theory approach Jakob Zscheischler Dominik Janzing Kun Zhang CML 103 40 0 14 Feb 2012
Telling cause from effect based on high-dimensional observations Dominik Janzing P. Hoyer Bernhard Schölkopf CML 80 78 0 24 Sep 2009
Causal inference using the algorithmic Markov condition Dominik Janzing Bernhard Schölkopf CML 160 306 0 23 Apr 2008