Tight PAC-Bayesian Risk Certificates for Contrastive Learning

Anna Van Elst, Debarghya Ghoshdastidar

Contrastive representation learning is a modern paradigm for learning representations of unlabeled data via augmentations -- precisely, contrastive models learn to embed semantical…