Faithful inversion of generative models for effective amortized inference

Inference amortization methods share information across multiple posteriorinference problems, allowing each to be carried out more efficiently. Generally, they require the inversion of the dependency structure in the generative model, as the modeller must learn a mapping from observations to distrib...

Full description

Bibliographic Details
Main Authors: Webb, S, Golinski, A, Zinkov, R, Narayanaswamy, S, Rainforth, T, Teh, Y, Wood, F
Format: Conference item
Published: Curran Associates 2019