Causal Generative Neural Networks

1 code implementation • ICLR 2018 • Olivier Goudet, Diviyan Kalainathan, Philippe Caillou, Isabelle Guyon, David Lopez-Paz, Michèle Sebag

We present Causal Generative Neural Networks (CGNNs) to learn functional causal models from observational data.

Causal Discovery

Learning Functional Causal Models with Generative Neural Networks

2 code implementations • 15 Sep 2017 • Olivier Goudet, Diviyan Kalainathan, Philippe Caillou, Isabelle Guyon, David Lopez-Paz, Michèle Sebag

We introduce a new approach to functional causal modeling from observational data, called Causal Generative Neural Networks (CGNN).