Mathurin Massias

According to our database, Mathurin Massias authored at least 17 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Implicit Differentiation for Hyperparameter Tuning the Weighted Graphical Lasso.

Can Pouliquen, Paulo Gonçalves, Mathurin Massias, Titouan Vayer

CoRR, 2023

Coordinate Descent for SLOPE.

Johan Larsson, Quentin Klopfenstein, Mathurin Massias, Jonas Wallin

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Implicit Differentiation for Fast Hyperparameter Selection in Non-Smooth Convex Learning.

Quentin Bertrand, Quentin Klopfenstein, Mathurin Massias, Mathieu Blondel, Samuel Vaiter, Alexandre Gramfort, Joseph Salmon

J. Mach. Learn. Res., 2022

Beyond L1: Faster and Better Sparse Models with skglm.

Quentin Bertrand, Quentin Klopfenstein, Pierre-Antoine Bannier, Gauthier Gidel, Mathurin Massias

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Benchopt: Reproducible, efficient and collaborative optimization benchmarks.

Thomas Moreau, Mathurin Massias, Alexandre Gramfort, Pierre Ablin, Pierre-Antoine Bannier, Benjamin Charlier, Mathieu Dagréou, Tom Dupré la Tour, Ghislain Durif, Cássio F. Dantas, Quentin Klopfenstein, Johan Larsson, En Lai, Tanguy Lefort, Benoît Malézieux, Badr Moufad, Binh T. Nguyen, Alain Rakotomamonjy, Zaccharie Ramzi, Joseph Salmon, Samuel Vaiter

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Dimension-free convergence rates for gradient Langevin dynamics in RKHS.

Boris Muzellec, Kanji Sato, Mathurin Massias, Taiji Suzuki

Proceedings of the Conference on Learning Theory, 2-5 July 2022, London, UK., 2022

2021

Iterative regularization for convex regularizers.

Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

Anderson acceleration of coordinate descent.

Quentin Bertrand, Mathurin Massias

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

2020

Implicit regularization for convex regularizers.

Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa

CoRR, 2020

Support recovery and sup-norm convergence rates for sparse pivotal estimation.

Mathurin Massias, Quentin Bertrand, Alexandre Gramfort, Joseph Salmon

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Dual Extrapolation for Sparse Generalized Linear Models.

Mathurin Massias, Samuel Vaiter, Alexandre Gramfort, Joseph Salmon

CoRR, 2019

Concomitant Lasso with Repetitions (CLaR): beyond averaging multiple realizations of heteroscedastic noise.

Quentin Bertrand, Mathurin Massias, Alexandre Gramfort, Joseph Salmon

CoRR, 2019

Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso.

Quentin Bertrand, Mathurin Massias, Alexandre Gramfort, Joseph Salmon

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Learning step sizes for unfolded sparse coding.

Pierre Ablin, Thomas Moreau, Mathurin Massias, Alexandre Gramfort

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

2018

Celer: a Fast Solver for the Lasso with Dual Extrapolation.

Mathurin Massias, Joseph Salmon, Alexandre Gramfort

Proceedings of the 35th International Conference on Machine Learning, 2018

Generalized Concomitant Multi-Task Lasso for Sparse Multimodal Regression.

Mathurin Massias, Olivier Fercoq, Alexandre Gramfort, Joseph Salmon

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017

From safe screening rules to working sets for faster Lasso-type solvers.

Mathurin Massias, Alexandre Gramfort, Joseph Salmon

CoRR, 2017