A Probabilistic Model Behind Self-Supervised Learning

Alice Bizeul, Bernhard Schölkopf, Carl Allen

In self-supervised learning (SSL), representations are learned via an auxiliary task without annotated labels. A common task is to classify augmentations or different modalities of…