Ravid Shwartz Ziv
Ravid Shwartz Ziv
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Regularization
An Information Theory Perspective on Variance-Invariance-Covariance Regularization
We provide an information-theoretic analysis of VICReg, deriving theoretical foundations for deterministic networks and introducing new SSL methods based on these insights.
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