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CITATION.bib

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@Article{ gollier-habiboullah-leconte-baraldi-orban-diouane-2024,
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Author = {M. Gollier and M. L. Habiboullah and G. Leconte and R. Baraldi and D. Orban and Y. Diouane},
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Title = {{RegularizedOptimization.jl}: Algorithms for Regularized Optimization},
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Journal = {Journal of Open Source Software},
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Year = 2026,
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Volume = 11,
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Number = 118,
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@article{ gollier-habiboullah-leconte-baraldi-orban-diouane-2026,
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author = {M. Gollier and M. L. Habiboullah and G. Leconte and R. Baraldi and D. Orban and Y. Diouane},
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title = {{RegularizedOptimization.jl}: Algorithms for Regularized Optimization},
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journal = {Journal of Open Source Software},
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year = 2026,
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volume = 11,
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number = 118,
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pages = 9344,
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doi = {10.21105/joss.09344},
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}

README.md

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## References
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1. A. Y. Aravkin, R. Baraldi and D. Orban, *A Proximal Quasi-Newton Trust-Region Method for Nonsmooth Regularized Optimization*, SIAM Journal on Optimization, 32(2), pp.900–929, 2022. Technical report: https://arxiv.org/abs/2103.15993
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2. A. Y. Aravkin, R. Baraldi and D. Orban, *A Levenberg-Marquardt Method for Nonsmooth Regularized Least Squares*, SIAM Journal on Scientific Computing, 46(4), pp.2557–2581, 2024. Technical report: https://arxiv.org/abs/2301.02347
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2. A. Y. Aravkin, R. Baraldi and D. Orban, *A Levenberg-Marquardt Method for Nonsmooth Regularized Least Squares*, SIAM Journal on Scientific Computing, 46(4), pp.A2557–A2581, 2024. Technical report: https://arxiv.org/abs/2301.02347
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3. G. Leconte and D. Orban, *The Indefinite Proximal Gradient Method*, Computational Optimization and Applications, 91(2), pp.861–903, 2025. Technical report: https://arxiv.org/abs/2309.08433
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```bibtex
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@Article{ aravkin-baraldi-orban-2022,
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Author = {Aravkin, Aleksandr Y. and Baraldi, Robert and Orban, Dominique},
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Title = {A Proximal Quasi-{N}ewton Trust-Region Method for Nonsmooth Regularized Optimization},
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Journal = {SIAM J. Optim.},
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Year = 2022,
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Volume = 32,
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Number = 2,
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Pages = {900--929},
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@article{ aravkin-baraldi-orban-2022,
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author = {Aravkin, Aleksandr Y. and Baraldi, Robert and Orban, Dominique},
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title = {A Proximal Quasi-{N}ewton Trust-Region Method for Nonsmooth Regularized Optimization},
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journal = {SIAM J. Optim.},
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year = 2022,
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volume = 32,
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number = 2,
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pages = {900--929},
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doi = {10.1137/21M1409536},
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}
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@Article{ aravkin-baraldi-orban-2024,
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Author = {A. Y. Aravkin and R. Baraldi and D. Orban},
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Title = {A {L}evenberg–{M}arquardt Method for Nonsmooth Regularized Least Squares},
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Journal = {SIAM J. Sci. Comput.},
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Year = 2024,
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Volume = 46,
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Number = 4,
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Pages = {A2557--A2581},
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@article{ aravkin-baraldi-orban-2024,
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author = {A. Y. Aravkin and R. Baraldi and D. Orban},
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title = {A {L}evenberg–{M}arquardt Method for Nonsmooth Regularized Least Squares},
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journal = {SIAM J. Sci. Comput.},
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year = 2024,
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volume = 46,
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number = 4,
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pages = {A2557--A2581},
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doi = {10.1137/22M1538971},
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}
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@Article{ leconte-orban-2025,
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Author = {G. Leconte and D. Orban},
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Title = {The Indefinite Proximal Gradient Method},
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Journal = {Comput. Optim. Appl.},
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Year = 2025,
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Volume = 91,
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Number = 2,
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Pages = {861--903},
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@article{ leconte-orban-2025,
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author = {G. Leconte and D. Orban},
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title = {The Indefinite Proximal Gradient Method},
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journal = {Comput. Optim. Appl.},
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year = 2025,
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volume = 91,
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number = 2,
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pages = {861--903},
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doi = {10.1007/s10589-024-00604-5},
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}
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```

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