Demystifying the Myths and Legends of Nonconvex Convergence of SGD. - Aritra Dutta; El Houcine Bergou; Soumia Boucherouite; Nicklas Werge; Melih Kandemir; Xin Li 022 (CoRR, 2023)

Minibatch Stochastic Three Points Method for Unconstrained Smooth Minimization. - Soumia Boucherouite; Grigory Malinovsky; Peter Richtárik; El Houcine Bergou (AAAI, 2024)

A Note on the Randomized Kaczmarz Algorithm for Solving Doubly Noisy Linear Systems. - El Houcine Bergou; Soumia Boucherouite; Aritra Dutta; Xin Li 022; Anna Ma (SIAM J. Matrix Anal. Appl., 2024)