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...

Полное описание

Библиографические подробности
Главные авторы: Mathieu,E, Le Lan, C, Maddison, CJ, Tomioka, R, Teh, YW
Формат: Conference item
Язык:English
Опубликовано: Curran Associates 2019