Othmane Sebbouh

According to our database, Othmane Sebbouh authored at least 8 papers between 2019 and 2023.

Collaborative distances:

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

2023

Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization.

Ahmed Khaled, Othmane Sebbouh, Nicolas Loizou, Robert M. Gower, Peter Richtárik

J. Optim. Theory Appl., November, 2023

Structured Transforms Across Spaces with Cost-Regularized Optimal Transport.

Othmane Sebbouh, Marco Cuturi, Gabriel Peyré

CoRR, 2023

2022

Randomized Stochastic Gradient Descent Ascent.

Othmane Sebbouh, Marco Cuturi, Gabriel Peyré

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball.

Othmane Sebbouh, Robert M. Gower, Aaron Defazio

Proceedings of the Conference on Learning Theory, 2021

SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation.

Robert M. Gower, Othmane Sebbouh, Nicolas Loizou

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

2020

Convergence Rates of Damped Inertial Dynamics under Geometric Conditions and Perturbations.

Othmane Sebbouh, Charles Dossal, Aude Rondepierre

SIAM J. Optim., 2020

On the convergence of the Stochastic Heavy Ball Method.

Othmane Sebbouh, Robert M. Gower, Aaron Defazio

CoRR, 2020

2019

Towards closing the gap between the theory and practice of SVRG.

Othmane Sebbouh, Nidham Gazagnadou, Samy Jelassi, Francis R. Bach, Robert M. Gower

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