Daniel Galperin

Analyzing Generative Models by Manifold Entropic Metrics

Good generative models should not only synthesize high quality data, but also utilize interpretable representations that aid human understanding of their behavior. However, it is difficult to measure objectively if and to what degree desirable properties of disentangled representations have been ach…