home • publications

1. Structured Transforms Across Spaces with Cost-Regularized Optimal Transport
   Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
   AISTATS 2024 ≻ proceedings ≻ preprint
2. Unified analysis of stochastic gradient methods for composite convex and smooth optimization
   Ahmed Khaled, Othmane Sebbouh, Nicolas Loizou, Robert M. Gower, Peter Richtárik
   JOTA 2023 ≻ article ≻ preprint
3. Randomized Stochastic Gradient Descent Ascent
   Othmane Sebbouh, Marco Cuturi, Gabriel Peyré
   AISTATS 2022 ≻ proceedings ≻ preprint
4. Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball
   Othmane Sebbouh, Robert M. Gower and Aaron Defazio
   COLT 2021 ≻ proceedings ≻ preprint
5. SGD for structured nonconvex functions: Learning rates, minibatching and interpolation
   Robert M. Gower, Othmane Sebbouh and Nicolas Loizou
   AISTATS 2021 ≻ proceedings ≻ preprint
6. Convergence Rates of Damped Inertial Dynamics under Geometric Conditions and Perturbations
   Othmane Sebbouh, Aude Rondepierre and Charles Dossal
   SIOPT 2020 ≻ article ≻ arXiv
7. On the Convergence of the Stochastic Heavy Ball Method
   Othmane Sebbouh, Robert M. Gower and Aaron Defazio
   arXiv ≻ preprint
8. Towards closing the gap between the theory and practice of SVRG
   Othmane Sebbouh, Nidham Gazagnadou, Samy Jelassi, Francis Bach and Robert M. Gower
   Neurips 2019 ≻ proceedings ≻ arXiv