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Oct, 2023
概率积分电路
Probabilistic Integral Circuits
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Gennaro Gala, Cassio de Campos, Robert Peharz, Antonio Vergari, Erik Quaeghebeur
TL;DR
连续潜变量是许多生成模型的关键部分,我们通过引入概率积分电路(PICs)将概率电路(PCs)扩展为含有连续潜变量的符号计算图,实现了在简单情况下完全可计算的PICs,并且通过数值积分可用大型PCs对PICs进行良好逼近,从而在几个分布估计基准测试中系统地优于常用的通过期望最大化或SGD学习的PCs。
Abstract
continuous latent variables
(LVs) are a key ingredient of many
generative models
, as they allow modelling expressive mixtures with an uncountable number of components. In contrast,
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