UR-JEPA: Uniform Rectifiability as a Regularizer for Joint-Embedding Predictive Architectures

Triet M. Le

A central difficulty in training Joint-Embedding Predictive Architectures (JEPAs) is preventing representation collapse. LeJEPA addresses this by enforcing an isotropic Gaussian ta…