Normalizing Flows

Resources

[Sylvester Normalizing Flow For Variational Inference]

• https://www.youtube.com/watch?v=VeYyUcIDVHI

[CS480/680 Lecture 6: Normalizing flows (Priyank Jaini)]

• https://www.youtube.com/watch?v=3nmBnudFAR8

[INFO8004: FFJORD: Free-Form Continuous Dynamics For Scalable Reversible Generative Models (Joeri Hermans)]

• https://glouppe.github.io/info8004-advanced-machine-learning/pdf/lec8-joeri.pdf

Papers:

[Variational Inference with Normalizing Flows]

• Variational Inference with Normalizing Flows [pdf]
• Danilo Jimenez Rezende, Shakir Mohamed
• 2015-05-21

[Density estimation using Real NVP]

• Density estimation using Real NVP [pdf]
• Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio
• 2017-02-27

[Masked Autoregressive Flow for Density Estimation]

• Masked Autoregressive Flow for Density Estimation [pdf]
• George Papamakarios, Theo Pavlakou, Iain Murray
• 2017-05-19

[Conditional Density Estimation with Bayesian Normalising Flows]

• Conditional Density Estimation with Bayesian Normalising Flows [pdf][Summary]
• Brian L Trippe, Richard E Turner
• 2018-02-14

[A RAD Approach to Deep Mixture Models]

• A RAD Approach to Deep Mixture Models [pdf]
• Laurent Dinh, Jascha Sohl-Dickstein, Razvan Pascanu, Hugo Larochelle
• 2019-03-18

[Residual Flows for Invertible Generative Modeling]

• Residual Flows for Invertible Generative Modeling [pdf]
• Ricky T. Q. Chen, Jens Behrmann, David Duvenaud, Jörn-Henrik Jacobsen
• 2019-06-06

[Unconstrained Monotonic Neural Networks]

• Unconstrained Monotonic Neural Networks [pdf][Summary]
• Antoine Wehenkel, Gilles Louppe
• 2019-08-14

[Normalizing Flows: Introduction and Ideas]

• Normalizing Flows: Introduction and Ideas [pdf]
• Ivan Kobyzev, Simon Prince, Marcus A. Brubaker
• 2019-08-25

[Normalizing Flows for Probabilistic Modeling and Inference]

• Normalizing Flows for Probabilistic Modeling and Inference [pdf]
• George Papamakarios, Eric Nalisnick, Danilo Jimenez Rezende, Shakir Mohamed, Balaji Lakshminarayanan
• 2019-12-05

[Normalizing Flows on Tori and Spheres]

• Normalizing Flows on Tori and Spheres [pdf]
• Danilo Jimenez Rezende, George Papamakarios, Sébastien Racanière, Michael S. Albergo, Gurtej Kanwar, Phiala E. Shanahan, Kyle Cranmer
• 2020-02-06

[Stochastic Normalizing Flows]

• Stochastic Normalizing Flows [pdf]
• Liam Hodgkinson, Chris van der Heide, Fred Roosta, Michael W. Mahoney
• 2020-02-21

[You say Normalizing Flows I see Bayesian Networks]

• You say Normalizing Flows I see Bayesian Networks [pdf]
• Antoine Wehenkel, Gilles Louppe
• 2020-06-01

[Graphical Normalizing Flows]

• Graphical Normalizing Flows [pdf]
• Antoine Wehenkel, Gilles Louppe
• 2020-06-03

[Flow Models for Arbitrary Conditional Likelihoods]

• Flow Models for Arbitrary Conditional Likelihoods [pdf]
• Yang Li, Shoaib Akbar, Junier B. Oliva
• 2020-06-08

Normalizing Flows in Scientific Applications

[Density Deconvolution with Normalizing Flows]

• Density Deconvolution with Normalizing Flows [pdf][Summary]
• Tim Dockhorn, James A. Ritchie, Yaoliang Yu, Iain Murray
• 2020-06-16