Unsupervised Representation Learning - an Invariant Risk Minimization Perspective

Yotam Norman, Ron Meir

We propose a novel unsupervised framework for \emph{Invariant Risk Minimization} (IRM), extending the concept of invariance to settings where labels are unavailable. Traditional IR…