Flow系の論文たち

サーベイ論文

  • Normalizing Flows: Introduction and Ideas (2019) URL
  • Normalizing Flows for Probabilistic Modeling and Inference (2019) URL

代表的なもの

  • NICE: Non-linear Independent Components Estimation (2014) URL
  • MADE: Masked Autoencoder for Distribution Estimation (2015) URL
  • Variational Inference with Normalizing Flows (2015) URL
  • NADE: Neural Autoregressive Density Estimator (2016) URL
  • Real NVP : Real-valued non-volume preserving transformations (2016) URL
  • IAF: Inverse Autoregressive Flow (2016) URL
  • Density estimation using Real NVP (2017) URL
  • MAF: Masked Autoregressive Flow (2017) URL
  • NAF: Neural Autoregressive Flows (2018) URL
  • Glow: Generative Flow with Invertible 1x1 Convolutions (2018) URL
  • MintNet : Building Invertible Neural Networks with Masked Convolutions (2019) URL

今後に期待

  • Sylvester Normalizing Flows for Variational Inference (2018) URL
  • Flow-GAN: Combining Maximum Likelihood and Adversarial Learning in Generative Models (2018) URL

音声系

  • WaveGlow: A Flow-based Generative Network for Speech Synthesis (2018) URL
  • FloWaveNet: A Generative Flow for Raw Audio (2018) URL
  • Blow: a single-scale hyperconditioned flow for non-parallel raw-audio voice conversion (2019) URL

各論文の読書メモを記したブログ記事は以下から。

peluigi.hatenablog.com

Flow系の生成モデルをまとめたスライドは以下から。

www.slideshare.net

その他

ブログ記事
akosiorek.github.io

Eric Jang氏によるNormalizing Flowの解説ブログ記事その1
blog.evjang.com

Eric Jang氏によるNormalizing Flowの解説ブログ記事その2
blog.evjang.com