Continuous hierarchical representations with poincaré Variational Auto-Encoder

The Variational Auto-Encoder (VAE) is a popular method for learning a generative model and embeddings of the data. Many real datasets are hierarchically structured. However, traditional VAEs map data in a Euclidean latent space which cannot efficiently embed tree-like structures. Hyperbolic spaces w...

Täydet tiedot

Bibliografiset tiedot
Päätekijät: Mathieu,E, Le Lan, C, Maddison, CJ, Tomioka, R, Teh, YW
Aineistotyyppi: Conference item
Kieli:English
Julkaistu: Curran Associates 2019