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We discover that dropout functions as negligible knowledge augmentation and eliminating it qualified prospects to a illustration collapse. In this paper, we introduce VICReg (Variance-Invariance-Covariance Regularization), a approach that explicitly avoids the collapse trouble with a very simple regularization expression on the variance of the embeddings along each and charurbate every dimension independently. This paper …