Latent Space Cartography: Generalised Metric-Inspired Measures and Measure-Based Transformations for Generative Models

Max F. Frenzel, Bogdan Teleaga, Asahi Ushio

Deep generative models are universal tools for learning data distributions on high dimensional data spaces via a mapping to lower dimensional latent spaces. We provide a study of l…