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...

Ausführliche Beschreibung

Bibliographische Detailangaben
Hauptverfasser: Webb, S, Golinski, A, Zinkov, R, Narayanaswamy, S, Rainforth, T, Teh, Y, Wood, F
Format: Conference item
Veröffentlicht: Curran Associates 2019