k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis

Shashank Kotyan, Tatsuya Ueda, Danilo Vasconcellos Vargas

Most examinations of neural networks' learned latent spaces typically employ dimensionality reduction techniques such as t-SNE or UMAP. These methods distort the local neighborhood…