publications

preprints

1. preprint

   Geometry-dependent matching pursuit: a transition phase for convergence on linear regression and LASSO

   Céline Moucer, Adrien Taylor, and Francis Bach

   2024

   Bib HTML PDF Code

   @article{moucer2024geometrydependent,
     title = {Geometry-dependent matching pursuit: a transition phase for convergence on linear regression and LASSO},
     author = {Moucer, Céline and Taylor, Adrien and Bach, Francis},
     year = {2024},
   }

2. preprint

   Constructive approaches to concentration inequalities with independent random variables

   Celine Moucer, Adrien Taylor, and Francis Bach

   2024

   Bib HTML PDF Code

   @article{moucer2024constructiveapproachesconcentrationinequalities,
     title = {Constructive approaches to concentration inequalities with independent random variables},
     author = {Moucer, Celine and Taylor, Adrien and Bach, Francis},
     year = {2024},
   }

journals

1. journal

   PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python

   Baptiste Goujaud, Céline Moucer, François Glineur, Julien Hendrickx, Adrien Taylor, and Aymeric Dieuleveut

   Mathematical Programming Computation 2024

   Bib HTML PDF Code

   @article{2022Goujaud,
     author = {Goujaud, Baptiste and Moucer, Céline and Glineur, François and Hendrickx, Julien and Taylor, Adrien and Dieuleveut, Aymeric},
     title = {PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python},
     journal = {Mathematical Programming Computation},
     year = {2024}
   }

2. journal

   A systematic approach to Lyapunov analyses of continuous-time models in convex optimization

   Céline Moucer, Adrien Taylor, and Francis Bach

   SIAM journal on Optimization 2023

   Bib HTML PDF Code

   @article{2022Moucer,
     author = {Moucer, Céline and Taylor, Adrien and Bach, Francis},
     title = {A systematic approach to Lyapunov analyses of continuous-time models in convex optimization},
     journal = {SIAM journal on Optimization},
     year = {2023}
   }