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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Hlavní autoři: Harvey, W, Munk, A, Baydin, AG, Bergholm, A, Wood, F
Médium: Conference item
Jazyk:English
Vydáno: SciTePress 2022