Jonas Peters is Associate Professor of Statistics at the University of Copenhagen. Dominik Janzing is a Senior Research Scientist at the Max Planck Institute for Intelligent Systems in Tübingen, Germany. Bernhard Schölkopf is Director at the Max Planck Institute for Intelligent Systems in Tübingen, Germany.