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Publications

Frank-Wolfe with Subsampling Oracle

Author(s): Kerdreux, Thomas; Pedregosa, Fabian; d'Aspremont, Alexandre
Published in: Proceedings of the 35th International Conference on Machine Learning, 2018

Adaptive Three Operator Splitting

Author(s): Pedregosa, Fabian; Gidel, Gauthier
Published in: Proceedings of the 35th International Conference on Machine Learning, Issue 3, 2018, Page(s) 4085-4094

Frank-Wolfe Splitting via Augmented Lagrangian Method

Author(s): Gidel, Gauthier; Pedregosa, Fabian; Lacoste-Julien, Simon
Published in: Proceedings of the Twenty-First International Conference on Artficial Intelligence and Statistics, Issue 84, 2018, Page(s) 1456-1465

Improved asynchronous parallel optimization analysis for stochastic incremental methods

Author(s): Remi Leblond, Fabian Pedregosa, Simon Lacoste-Julien
Published in: Journal of Machine Learning Research, 2018, ISSN 1533-7928

Variance Reduced Three Operator Splitting

Author(s): Pedregosa, Fabian; Fatras, Kilian; Casotto, Mattia
Published in: ArXiv preprint, Issue 1, 2018

Step-Size Adaptivity in Projection-Free Optimization

Author(s): Pedregosa, Fabian; Askari, Armin; Negiar, Geoffrey; Jaggi, Martin
Published in: ArXiv preprint, Issue 1, 2018