A theory of independent mechanisms for extrapolation in generative models

Michel Besserve, Rémy Sun, Dominik Janzing +1

Generative models can be trained to emulate complex empirical data, but are they useful to make predictions in the context of previously unobserved environments? An intuitive idea…