Yash Dagade

Rectified LpJEPA: Joint-Embedding Predictive Architectures with Sparse and Maximum-Entropy Representations

Joint-Embedding Predictive Architectures (JEPA) learn view-invariant representations and admit projection-based distribution matching for collapse preventions. Existing approaches regularize representations towards isotropic Gaussian distributions, but inherently favor dense representations and fail…