Citing CVXPY¶
If you use CVXPY for published work, we encourage you to cite the accompanying JMLR MLOSS paper and the JCD paper. Please use the following BibTeX entries:
@article{diamond2016cvxpy,
author = {Steven Diamond and Stephen Boyd},
title = {{CVXPY}: {A} {P}ython-embedded modeling language for convex optimization},
journal = {Journal of Machine Learning Research},
year = {2016},
volume = {17},
number = {83},
pages = {1--5},
}
@article{agrawal2018rewriting,
author = {Agrawal, Akshay and Verschueren, Robin and Diamond, Steven and Boyd, Stephen},
title = {A rewriting system for convex optimization problems},
journal = {Journal of Control and Decision},
year = {2018},
volume = {5},
number = {1},
pages = {42--60},
}
Many of CVXPY’s features were initially developed as research projects. These features and their BibTex entries are listed below.
Disciplined geometric programming
@article{agrawal2019dgp,
author = {Agrawal, Akshay and Diamond, Steven and Boyd, Stephen},
title = {Disciplined geometric programming},
journal = {Optimization Letters},
publisher = {Springer Berlin Heidelberg},
year = {2019},
volume = {13},
number = {5},
pages = {961--976},
}
Disciplined quasiconvex programming
@article{agrawal2020dqcp,
author = {Agrawal, Akshay and Boyd, Stephen},
title = {Disciplined quasiconvex programming},
journal = {Optimization Letters},
publisher = {Springer Berlin Heidelberg},
year = {2020},
note = {To appear}
}
Differentiating through convex optimization problems
@inproceedings{agrawal2019differentiable,
title={Differentiable convex optimization layers},
author={Agrawal, Akshay and Amos, Brandon and Barratt, Shane and Boyd, Stephen and Diamond, Steven and Kolter, J. Zico},
booktitle={Advances in Neural Information Processing Systems},
pages={9558--9570},
year={2019},
}
Differentiating through log-log convex programs
@article{agrawal2020differentiating,
title={Differentiating through log-log convex programs},
author={Agrawal, Akshay and Boyd, Stephen},
journal={arXiv},
archivePrefix={arXiv},
eprint={2004.12553},
primaryClass={math.OC},
year={2020},
}