Tag: vicreg
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Kernel VICReg for Self-Supervised Learning in Reproducing Kernel Hilbert Space
Kernel VICReg for Self-Supervised Learning in Reproducing Kernel Hilbert Space arXiv:2509.07289v1 Announce Type: new Abstract: Self-supervised learning (SSL) has emerged as a powerful paradigm for representation learning by optimizing geometric objectives–such as invariance to augmentations, variance preservation, and feature decorrelation–without requiring labels. However, most existing methods operate in Euclidean space, limiting their ability to capture…