Unbiased Implicit Variational Inference

arXiv: Machine Learning, Volume abs/1808.02078, 2018.

Cited by: 11|Views8
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Abstract:

We develop unbiased implicit variational inference (UIVI), a method that expands the applicability of variational inference by defining an expressive variational family. UIVI considers an implicit variational distribution obtained in a hierarchical manner using a simple reparameterizable distribution whose variational parameters are defin...More

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