BriefGPT.xyz
Feb, 2017
使用隐式分布的变分推断
Variational Inference using Implicit Distributions
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Ferenc Huszár
TL;DR
本文综述了现有算法之间的联系,包括广泛使用的变分自编码器、以对抗方式学习的推断、运算符变分推断、基于生成式对抗网络的图像重建等,提出了新的算法框架,并基于密度比估计或去噪等方法展示了实际的推断算法。
Abstract
generative adversarial networks
(GANs) have given us a great tool to fit implicit generative models to data.
implicit distributions
are ones we can sample from easily, and take derivatives of samples with respect
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