Ilnura N. Usmanova

Gradient-free proximal methods with inexact oracle for convex stochastic nonsmooth optimization problems on the simplex

Alexander V. Gasnikov, Anastasia A. Lagunovskaya, Ilnura N. Usmanova, 2016, Automation and Remote Control.

Stochastic online optimization. Single-point and multi-point non-linear multi-armed bandits. Convex and strongly-convex case

Alexander V. Gasnikov, Anastasia A. Lagunovskaya, Ilnura N. Usmanova, 2017, Autom. Remote. Control..

About accelerated randomized methods

Ilnura N. Usmanova, P. Dvurechensky, A. Gasnikov, 2015, 1508.02182.

Gradient-free prox-methods with inexact oracle for stochastic convex optimization problems on a simplex

Anastasia A. Lagunovskaya, Ilnura N. Usmanova, Fedor A. Fedorenko, 2014, 1412.3890.

Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning

Ilnura N. Usmanova, A. Krause, M. Kamgarpour, 2022, ArXiv.

Nonlinear stochastic multiarmed bandit problems with inexact oracle

Anastasia A. Lagunovskaya, Ilnura N. Usmanova, Fedor A. Fedorenko, 2015, 1509.01679.

Fast Projection Onto Convex Smooth Constraints

Maryam Kamgarpour, Kfir Y. Levy, Ilnura N. Usmanova, 2021, ICML.