| Stochastic online optimization. Single-point and multi-point non-linear multi-armed bandits. Convex and strongly-convex case AV Gasnikov, EA Krymova, AA Lagunovskaya, IN Usmanova, ... Automation and remote control 78, 224-234, 2017 | 68 | 2017 |
| Constrained policy optimization via bayesian world models Y As, I Usmanova, S Curi, A Krause arXiv preprint arXiv:2201.09802, 2022 | 62 | 2022 |
| Safe convex learning under uncertain constraints I Usmanova, A Krause, M Kamgarpour The 22nd International Conference on Artificial Intelligence and Statistics …, 2019 | 52 | 2019 |
| Risk-averse heteroscedastic bayesian optimization A Makarova, I Usmanova, I Bogunovic, A Krause Advances in Neural Information Processing Systems 34, 17235-17245, 2021 | 46 | 2021 |
| Gradient-free proximal methods with inexact oracle for convex stochastic nonsmooth optimization problems on the simplex AV Gasnikov, AA Lagunovskaya, IN Usmanova, FA Fedorenko Automation and Remote Control 77, 2018-2034, 2016 | 42 | 2016 |
| About accelerated randomized methods A Gasnikov, P Dvurechensky, I Usmanova arXiv preprint arXiv:1508.02182, 2015 | 25 | 2015 |
| Fast projection onto convex smooth constraints I Usmanova, M Kamgarpour, A Krause, K Levy International Conference on Machine Learning, 10476-10486, 2021 | 18 | 2021 |
| Log barriers for safe black-box optimization with application to safe reinforcement learning I Usmanova, Y As, M Kamgarpour, A Krause Journal of Machine Learning Research 25 (171), 1-54, 2024 | 11 | 2024 |
| Safe non-smooth black-box optimization with application to policy search I Usmanova, A Krause, M Kamgarpour Learning for Dynamics and Control, 980-989, 2020 | 9 | 2020 |
| Towards faster global convergence of robust policy gradient methods N Kumar, I Usmanova, KY Levy, S Mannor Sixteenth European Workshop on Reinforcement Learning, 2023 | 7 | 2023 |
| Log barriers for safe non-convex black-box optimization I Usmanova, A Krause, M Kamgarpour arXiv preprint arXiv:1912.09478, 2019 | 6 | 2019 |
| Safe Learning via Constrained Stochastic Optimization I Usmanova ETH Zurich, 2022 | | 2022 |
| Nonlinear stochastic multiarmed bandit problems with inexact oracle A Gasnikov, E Krymova, A Lagunovskaya, I Usmanova, F Fedorenko arXiv preprint arXiv:1509.01679, 2015 | | 2015 |
