% for modern features of the package and newer versions @article{besancon2025improvedalgorithmsnovelapplications, title={Improved algorithms and novel applications of the {FrankWolfe.jl} library}, author={Mathieu Besan{\c{c}}on and Sébastien Designolle and Jannis Halbey and Deborah Hendrych and Dominik Kuzinowicz and Sebastian Pokutta and Hannah Troppens and Daniel Viladrich Herrmannsdoerfer and Elias Wirth}, year={2025}, eprint={2501.14613}, archivePrefix={arXiv}, primaryClass={math.OC}, url={https://arxiv.org/abs/2501.14613}, } % general citation for the package and older versions @article{besanccon2022frankwolfe, title={{FrankWolfe.jl}: A High-Performance and Flexible Toolbox for {Frank-Wolfe} Algorithms and Conditional Gradients}, author={Besan{\c{c}}on, Mathieu and Carderera, Alejandro and Pokutta, Sebastian}, journal={INFORMS Journal on Computing}, year={2022}, publisher={INFORMS} } % to use the monotonic step size strategies @article{carderera2021simple, title={Simple steps are all you need: {Frank-Wolfe} and generalized self-concordant functions}, author={Carderera, Alejandro and Besan{\c{c}}on, Mathieu and Pokutta, Sebastian}, journal={Proceedings of Advances in Neural Information Processing Systems}, volume={34}, year={2021} } @article{carderera2024simple, title={Scalable {Frank-Wolfe} on Generalized Self-Concordant Functions via Simple Steps}, author={Carderera, Alejandro and Besan{\c{c}}on, Mathieu and Pokutta, Sebastian}, journal={SIAM Journal on Optimization}, volume = {34}, number = {3}, pages = {2231-2258}, doi = {10.1137/23M1616789}, year={2024}, publisher={SIAM}, eprint={2105.13913}, archivePrefix={arXiv}, primaryClass={math.OC} } % for blended pairwise @article{tsuji2022pairwise, title={Pairwise Conditional Gradients without Swap Steps and Sparser Kernel Herding}, author={Tsuji, Kazuma and Tanaka, Ken’ichiro and Pokutta, Sebastian}, journal={Proceedings of International Conference on Machine Learning}, pages={21864--21883}, year={2022}, } % for the stochastic Frank-Wolfe with momentum @InProceedings{pmlr-v162-macdonald22a, title = {Interpretable Neural Networks with {Frank-Wolfe}: Sparse Relevance Maps and Relevance Orderings}, author = {Macdonald, Jan and Besan{\c{c}}on, Mathieu and Pokutta, Sebastian}, booktitle = {Proceedings of the 39th International Conference on Machine Learning}, pages = {14699--14716}, year = {2022}, editor = {Chaudhuri, Kamalika and Jegelka, Stefanie and Song, Le and Szepesvari, Csaba and Niu, Gang and Sabato, Sivan}, volume = {162}, series = {Proceedings of Machine Learning Research}, month = {17--23 Jul}, publisher = {PMLR}, pdf = {https://proceedings.mlr.press/v162/macdonald22a/macdonald22a.pdf}, url = {https://proceedings.mlr.press/v162/macdonald22a.html}, } % for active set sparsification @inproceedings{wirth2024pivotingframeworkfrankwolfealgorithms, title={The Pivoting Framework: {Frank-Wolfe} Algorithms with Active Set Size Control}, author={Wirth, Elias and Besançon, Mathieu and Pokutta, Sebastian}, year={2025}, eprint={2407.11760}, archivePrefix={arXiv}, primaryClass={math.OC}, booktitle={The 28th International Conference on Artificial Intelligence and Statistics}, url={https://arxiv.org/abs/2407.11760} } % for the secant line search @inproceedings{hendrych2025secantlinesearchfrankwolfe, title={Secant Line Search for {Frank-Wolfe} Algorithms}, author={Deborah Hendrych and Mathieu Besançon and David Martínez-Rubio and Sebastian Pokutta}, year={2025}, eprint={2501.18775}, archivePrefix={arXiv}, primaryClass={math.OC}, url={https://arxiv.org/abs/2501.18775}, booktitle={Forty-second International Conference on Machine Learning} } % for the direct solve active set @misc{halbey2025efficientquadraticcorrectionsfrankwolfe, title={Efficient Quadratic Corrections for {Frank-Wolfe} Algorithms}, author={Jannis Halbey and Seta Rakotomandimby and Mathieu Besançon and Sébastien Designolle and Sebastian Pokutta}, year={2025}, eprint={2506.02635}, archivePrefix={arXiv}, primaryClass={math.OC}, url={https://arxiv.org/abs/2506.02635}, }