Learning Robust Models Using The Principle of Independent Causal Mechanisms

Jens Müller, Robert Schmier, Lynton Ardizzone +2

Standard supervised learning breaks down under data distribution shift. However, the principle of independent causal mechanisms (ICM, Peters et al. (2017)) can turn this weakness i…