Attention for inference compilation

We present a neural network architecture for automatic amortized inference in universal probabilistic programs which improves on the performance of current architectures. Our approach extends inference compilation (IC), a technique which uses deep neural networks to approximate a posterior distribut...

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Detalles Bibliográficos
Autores principales: Harvey, W, Munk, A, Baydin, AG, Bergholm, A, Wood, F
Formato: Conference item
Lenguaje:English
Publicado: SciTePress 2022