Jungwook Shin

VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution

2023

Since the introduction of deep learning, a wide scope of representation properties, such as decorrelation, whitening, disentanglement, rank, isotropy, and mutual information, have been studied to improve the quality of representation. However, manipulating such properties …