Ilnura Usmanova

17 papers A* 3A 2Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A conf
Safety in the Face of Adversity: Achieving Zero Constraint Violation in Online Learning with Slowly Changing Constraints.
AISTATS
Bassel Hamoud, Ilnura Usmanova, Kfir Yehuda Levy
2025 J jnl
Safety in the Face of Adversity: Achieving Zero Constraint Violation in Online Learning with Slowly Changing Constraints.
CoRR
Bassel Hamoud, Ilnura Usmanova, Kfir Y. Levy
2024 J jnl
Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning.
J. Mach. Learn. Res.
Ilnura Usmanova, Yarden As, Maryam Kamgarpour, Andreas Krause
2024 — conf
Towards Faster Global Convergence of Robust Policy Gradient Methods.
Tiny Papers @ ICLR
Navdeep Kumar, Ilnura Usmanova, Kfir Yehuda Levy, Shie Mannor
2022 A* conf
Constrained Policy Optimization via Bayesian World Models.
ICLR
Yarden As, Ilnura Usmanova, Sebastian Curi, Andreas Krause
2022 J jnl
Constrained Policy Optimization via Bayesian World Models.
CoRR
Yarden As, Ilnura Usmanova, Sebastian Curi, Andreas Krause
2022 J jnl
Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning.
CoRR
Ilnura Usmanova, Yarden As, Maryam Kamgarpour, Andreas Krause
2022 — —
Safe Learning via Constrained Stochastic Optimization.
Ilnura Usmanova
2021 A* conf
Fast Projection Onto Convex Smooth Constraints.
ICML
Ilnura Usmanova, Maryam Kamgarpour, Andreas Krause, Kfir Y. Levy
2021 A* conf
Risk-averse Heteroscedastic Bayesian Optimization.
NeurIPS
Anastasia Makarova, Ilnura Usmanova, Ilija Bogunovic, Andreas Krause
2021 J jnl
Risk-averse Heteroscedastic Bayesian Optimization.
CoRR
Anastasia Makarova, Ilnura Usmanova, Ilija Bogunovic, Andreas Krause
2020 — conf
Safe non-smooth black-box optimization with application to policy search.
L4DC
Ilnura Usmanova, Andreas Krause, Maryam Kamgarpour
2019 J jnl
Log Barriers for Safe Non-convex Black-box Optimization.
CoRR
Ilnura Usmanova, Andreas Krause, Maryam Kamgarpour
2019 A conf
Safe Convex Learning under Uncertain Constraints.
AISTATS
Ilnura Usmanova, Andreas Krause, Maryam Kamgarpour
2019 J jnl
Safe non-smooth black-box optimization with application to policy search.
CoRR
Ilnura Usmanova, Andreas Krause, Maryam Kamgarpour
2017 J jnl
Stochastic online optimization. Single-point and multi-point non-linear multi-armed bandits. Convex and strongly-convex case.
Autom. Remote. Control.
Alexander V. Gasnikov, Ekaterina A. Krymova, Anastasia A. Lagunovskaya, Ilnura Usmanova, Fedor A. Fedorenko
2016 J jnl
Gradient-free proximal methods with inexact oracle for convex stochastic nonsmooth optimization problems on the simplex.
Autom. Remote. Control.
Alexander V. Gasnikov, Anastasia A. Lagunovskaya, Ilnura Usmanova, Fedor A. Fedorenko