To cite the SLOPE package in publications, please use:
Larsson J, Bogdan M, Grzesiak K, Massias M, Wallin J (2025).“Efficient Solvers for SLOPE in R, Python, Julia, and C++.”doi:10.48550/arXiv.2511.02430, 2511.02430.
To cite the SLOPE method in publications, please use:
Bogdan M, van den Berg E, Sabatti C, Su W, Candès E (2015).“SLOPE – Adaptive Variable Selection via Convex Optimization.”The Annals of Applied Statistics,9(3), 1103–1140.ISSN 1932-6157,doi:10.1214/15-AOAS842.
To cite the hybrid coordinate descent optimization method used in this package, please use:
Larsson J, Klopfenstein Q, Massias M, Wallin J (2023).“Coordinate Descent for SLOPE.”InProceedings of the 26th International Conference on Artificial Intelligence and Statistics, volume 206 series Proceedings of Machine Learning Research, 4802–4821.
Corresponding BibTeX entries:
@Misc{, title = {Efficient Solvers for {{SLOPE}} in {{R}}, {{Python}}, {{Julia}}, and {{C}}++}, author = {Johan Larsson and Małgorzata Bogdan and Krystyna Grzesiak and Mathurin Massias and Jonas Wallin}, number = {arXiv:2511.02430}, year = {2025}, month = {nov}, eprint = {2511.02430}, doi = {10.48550/arXiv.2511.02430}, } @Article{, title = {{{SLOPE}} -- Adaptive Variable Selection via Convex Optimization}, author = {Małgorzata Bogdan and Ewout {van den Berg} and Chiara Sabatti and Weijie Su and Emmanuel J. Candès}, journal = {The Annals of Applied Statistics}, volume = {9}, number = {3}, pages = {1103--1140}, year = {2015}, doi = {10.1214/15-AOAS842}, issn = {1932-6157}, } @InProceedings{, title = {Coordinate Descent for {{SLOPE}}}, author = {Johan Larsson and Quentin Klopfenstein and Mathurin Massias and Jonas Wallin}, journal = {Proceedings of Machine Learning Research}, volume = {206}, pages = {4802--4821}, publisher = {PMLR}, series = {Proceedings of Machine Learning Research}, booktitle = {Proceedings of the 26th International Conference on Artificial Intelligence and Statistics}, address = {Valencia, Spain}, year = {2023}, month = {apr}, }