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A repository to learn about Flows, mostly from papers
normalizing-flows's Introduction
[Sylvester Normalizing Flow For Variational Inference]
[CS480/680 Lecture 6: Normalizing flows (Priyank Jaini)]
[INFO8004: FFJORD: Free-Form Continuous Dynamics For Scalable Reversible Generative Models (Joeri Hermans)]
[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
normalizing-flows's People
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