MIC: Maximizing Informational Capacity in Adaptive Representations via Isotropic Subspace Alignment

Dang Nguyen Hong, Nhi Ngoc-Yen Nguyen, Huy-Hieu Pham

Although multi-scales representation learning enables elastic-dimension embeddings, nested subspaces often suffer from dimensional redundancy and spectral collapse. To address this…