随笔分类 -  AutoEncoder

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Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations
摘要：Locatello F., Bauer S., Lucic M., R"{a}tsch G., Gelly S. Sch"{o}lkopf and Bachem Olivier. Challenging common assumptions in the unsupervised learning 阅读全文
posted @ 2021-05-23 21:15 馒头and花卷 阅读(259) 评论(0) 推荐(0) 编辑
Improved Variational Inference with Inverse Autoregressive Flow
摘要：Kingma D., Salimans T., Jozefowicz R., Chen X., Sutskever I. and Welling M. Improved Variational Inference with Inverse Autoregressive Flow. NIPS, 201 阅读全文
posted @ 2021-03-29 08:29 馒头and花卷 阅读(224) 评论(2) 推荐(0) 编辑
Improving Variational Auto-Encoders using Householder Flow
摘要：Tomczak J. and Welling M. Improving Variational Auto-Encoders using Householder Flow. NIPS workshop: Bayesian Deep Learning, 2016. 概 本文介绍了一种Normalizin 阅读全文
posted @ 2021-03-28 17:55 馒头and花卷 阅读(143) 评论(0) 推荐(0) 编辑
MADE: Masked Autoencoder for Distribution Estimation
摘要：Germain M., Gregor K., Murray I. and Larochelle H. MADE: Masked Autoencoder for Distribution Estimation. ICML, 2015. 概 考虑 \[ \hat{x} = f(x) \in \mathb 阅读全文
posted @ 2021-03-27 20:18 馒头and花卷 阅读(595) 评论(0) 推荐(0) 编辑
Variational Inference with Normalizing Flow
摘要：Rezende D., Mohamed S. Variational Inference with Normalizing Flow. ICML, 2015. 概 VAE的先验分布很重要, 但是后验分布也很重要, 我们常常假设qϕ(z|x)满足一个高斯分布, 这就大大限制了近似后验分 阅读全文
posted @ 2021-03-26 18:17 馒头and花卷 阅读(546) 评论(0) 推荐(0) 编辑
VAE with a VampPrior
摘要：Tomczak J. & Welling M. VAE with a VampPrior. In International Conference on Artificial Intelligence and Statistics (AISTATS), 2018. 概 这篇文章提出了一种新的"多模态 阅读全文
posted @ 2021-03-19 18:21 馒头and花卷 阅读(210) 评论(0) 推荐(0) 编辑
ELBO surgery: yet another way to carve up the variational evidence lower bound
摘要：Hoffman M. & Johnson M. ELBO surgery: yet another way to carve up the variational evidence lower bound. NIPS, 2016. 概 这篇文章主要介绍了一种ELBO一种新的改写, 以及可以从中获得的 阅读全文
posted @ 2021-03-19 17:24 馒头and花卷 阅读(216) 评论(0) 推荐(0) 编辑
Handing Incomplete Heterogeneous Data using VAEs
摘要：Nazabal A., Olmos P., Ghahramani Z. and Valera I. Handing incomplete heterogeneous data using VAEs. Pattern Recognition, 2020, 107: 107501. 概 这篇文章利用VA 阅读全文
posted @ 2021-03-15 15:59 馒头and花卷 阅读(201) 评论(0) 推荐(0) 编辑
Auto-Encoding Variational Bayes
摘要：Kingma D P, Welling M. Auto-Encoding Variational Bayes[J]. arXiv: Machine Learning, 2013. 主要内容 自编码, 通过引入Encoder和Decoder来估计联合分布p(x,z), 其中z表示隐变量(我们也 阅读全文
posted @ 2020-04-02 19:04 馒头and花卷 阅读(956) 评论(0) 推荐(0) 编辑

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