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Feature Normalization Prevents Collapse of Noncontrastive Learning Dynamics

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Contrastive learning is a self-supervised representation learning framework where two positive views generated through data augmentation are made similar by an attraction force in a data representation space, while a repulsive force makes them far from negativ... ...