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...

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书目详细资料
Main Authors: Mathieu,E, Le Lan, C, Maddison, CJ, Tomioka, R, Teh, YW
格式: Conference item
语言:English
出版: Curran Associates 2019