Othmane Sebbouh

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 13

Top Topics

Convergence Rate

Stochastic Gradient Descent

Top Venues

J. Optim. Theory Appl.

Publications

Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
Structured Transforms Across Spaces with Cost-Regularized Optimal Transport. AISTATS (2024)
Ahmed Khaled, Othmane Sebbouh, Nicolas Loizou, Robert M. Gower, Peter Richtárik
Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization. J. Optim. Theory Appl. 199 (2) (2023)
Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
Structured Transforms Across Spaces with Cost-Regularized Optimal Transport. CoRR (2023)
Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
Randomized Stochastic Gradient Descent Ascent. AISTATS (2022)
Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
Randomized Stochastic Gradient Descent Ascent. CoRR (2021)
Robert M. Gower, Othmane Sebbouh, Nicolas Loizou
SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation. AISTATS (2021)
Othmane Sebbouh, Robert M. Gower, Aaron Defazio
Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball. COLT (2021)
Othmane Sebbouh, Robert M. Gower, Aaron Defazio
On the convergence of the Stochastic Heavy Ball Method. CoRR (2020)
Ahmed Khaled, Othmane Sebbouh, Nicolas Loizou, Robert M. Gower, Peter Richtárik
Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization. CoRR (2020)
Robert M. Gower, Othmane Sebbouh, Nicolas Loizou
SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation. CoRR (2020)
Othmane Sebbouh, Charles Dossal, Aude Rondepierre
Convergence Rates of Damped Inertial Dynamics under Geometric Conditions and Perturbations. SIAM J. Optim. 30 (3) (2020)
Othmane Sebbouh, Nidham Gazagnadou, Samy Jelassi, Francis R. Bach, Robert M. Gower
Towards closing the gap between the theory and practice of SVRG. CoRR (2019)
Othmane Sebbouh, Nidham Gazagnadou, Samy Jelassi, Francis R. Bach, Robert M. Gower
Towards closing the gap between the theory and practice of SVRG. NeurIPS (2019)