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All SourcesarXiv
#uniformity on the sphere

InfoNCE Induces Gaussian Distribution

Intermediate
Roy Betser, Eyal Gofer et al.Feb 27arXiv

The paper shows that when we train with the popular InfoNCE contrastive loss, the learned features start to behave like they come from a Gaussian (bell-shaped) distribution.

#InfoNCE#contrastive learning#Gaussian embeddings