TL DR: Deviation of latent linear interpolations from the geodesics should be accounted for when evaluating generative models.Keywords: deep generative models, differential geometry, latent space, interpolation, geodesics, pull-back metric.(edited Apr 08, 2021) GTRL 2021 Spotlight Readers: Everyone