Othmane Sebbouh

École Normale Supérieure - PSL — France

Computer Science · Physical Sciences

6h-index103citations15works0.02yr avg
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Research Topics

Stochastic Gradient Optimization Techniques(11), Sparse and Compressive Sensing Techniques(10), Advanced Bandit Algorithms Research(3), Statistical Methods and Inference(2), Optimization and Variational Analysis(2)

Publications15 total

Structured Transforms Across Spaces with Cost-Regularized Optimal Transport
arXiv (Cornell University)·2023· 2 citedOpen Access
Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization
Journal of Optimization Theory and Applications·2023· 19 cited
Randomized Stochastic Gradient Descent Ascent
arXiv (Cornell University)·2021· 1 citedOpen Access
On the (asymptotic) convergence of Stochastic Gradient Descent and Stochastic Heavy Ball
Conference on Learning Theory·2021
Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball
HAL (Le Centre pour la Communication Scientifique Directe)·2021· 5 citedOpen Access
Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization
arXiv (Cornell University)·2020· 3 citedOpen Access
SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation
arXiv (Cornell University)·2020· 6 citedOpen Access
SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and\n Interpolation
arXiv (Cornell University)·2020· 4 citedOpen Access
On the convergence of the Stochastic Heavy Ball Method.
arXiv (Cornell University)·2020· 17 citedOpen Access
Almost sure convergence rates for Stochastic Gradient Descent and Stochastic Heavy Ball
arXiv (Cornell University)·2020· 7 citedOpen Access
Convergence Rates of Damped Inertial Dynamics under Geometric Conditions and Perturbations
SIAM Journal on Optimization·2020· 23 citedOpen Access
Towards closing the gap between the theory and practice of SVRG
SPIRE - Sciences Po Institutional REpository·2019· 6 cited
Towards closing the gap between the theory and practice of SVRG
arXiv (Cornell University)·2019· 3 citedOpen Access
Nesterov's acceleration and Polyak's heavy ball method in continuous\n time: convergence rate analysis under geometric conditions and perturbations
arXiv (Cornell University)·2019· 7 citedOpen Access
Nesterov's acceleration and Polyak's heavy ball method in continuous time: convergence rate analysis under geometric conditions and perturbations
HAL (Le Centre pour la Communication Scientifique Directe)·2019Open Access

Frequent Co-authors

Robert M. Gower(8), Nicolas Loizou(4), Aaron Defazio(4), Aude Rondepierre(3), Peter Richtárik(2), Nidham Gazagnadou(2), Samy Jelassi(2), Francis Bach(2), Marco Cuturi(2), Gabriel Peyré(2), Ch. Dossal(1), Ahmed Khaled(1), Charles Dossal(1), R. Michael Gower(1), Ahmed Khaled(1), Robert M. Gower(1)