A theory of independent mechanisms for extrapolation in generative models

Sun, 07 Apr 2019 00:00:00 +0000

Groupe invariance principles for causal generative models

Thu, 01 Mar 2018 00:00:00 +0000

This work introduces the concept of genericity of a cause-mechanism pair. This provides a general framework to measure of independence of mechanisms, which we apply to latent variable models. As a consequence, this framework allows to perform model selection in the context of unsupervised learning.

Dominik Janzing on Michel Besserve, Prof. Dr.

A theory of independent mechanisms for extrapolation in generative models

Groupe invariance principles for causal generative models