normflows: A PyTorch Package for Normalizing Flows

Python Submitted 18 February 2023Published 24 June 2023

Editor: @mstimberg (all papers)
Reviewers: @matejgrcic (all reviews), @kazewong (all reviews)


Vincent Stimper (0000-0002-4965-4297), David Liu, Andrew Campbell, Vincent Berenz, Lukas Ryll, Bernhard Schölkopf (0000-0002-8177-0925), José Miguel Hernández-Lobato


Stimper et al., (2023). normflows: A PyTorch Package for Normalizing Flows. Journal of Open Source Software, 8(86), 5361,

@article{Stimper2023, doi = {10.21105/joss.05361}, url = {}, year = {2023}, publisher = {The Open Journal}, volume = {8}, number = {86}, pages = {5361}, author = {Vincent Stimper and David Liu and Andrew Campbell and Vincent Berenz and Lukas Ryll and Bernhard Schölkopf and José Miguel Hernández-Lobato}, title = {normflows: A PyTorch Package for Normalizing Flows}, journal = {Journal of Open Source Software} }
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PyTorch Machine Learning Normalizing Flows Density Estimation

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