Romain Cosentino

Toward a Geometrical Understanding of Self-supervised Contrastive Learning

2022 · arXiv (Cornell University)

Self-supervised learning (SSL) is currently one of the premier techniques to create data representations that are actionable for transfer learning in the absence of human annotations. Despite their success, the underlying geometry of these representations …