VICReg in the Wild: Lessons from Applying Distribution Regularization to fMRI

[Full post content coming soon. This post will cover the Brain-JEPA VICReg experiment: the theoretical grounding from LeJEPA, how covariance regularization stabilizes representation geometry in small-data regimes, and why the multi-scale masking gains only appear when scan duration provides enough temporal resolution to define three distinct scales.]