Ilnura Usmanova
7 papers · 2019–2025 · 6 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (6) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (11)
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Conference Pioneer
Conferences
AISTATS (2)
ICLR (1)
ICML (1)
JMLR (1)
L4DC (1)
NIPS (1)
Top co-authors
Research topics
Keywords
black-box optimization
(2)
constrained optimization
(2)
log barrier
(2)
gaussian process
(1)
policy search
(1)
constraint satisfaction
(1)
bayesian optimization
(1)
euclidean projection
(1)
safe reinforcement learning
(1)
regret bound
(1)
primal-dual method
(1)
non-smooth optimization
(1)
zeroth-order optimization
(1)
safe optimization
(1)
frank-wolfe algorithm
(1)
convex set
(1)
heteroscedastic model
(1)
safe learning
(1)
safety-critical optimization
(1)
log barrier method
(1)
Papers
Safety in the Face of Adversity: Achieving Zero Constraint Violation in Online Learning with Slowly Changing Constraints
AISTATS 2025
Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning
JMLR 2024
Constrained Policy Optimization via Bayesian World Models
ICLR 2022
Risk-averse Heteroscedastic Bayesian Optimization
NIPS 2021
Fast Projection Onto Convex Smooth Constraints
ICML 2021
Safe non-smooth black-box optimization with application to policy search
L4DC 2020
Safe Convex Learning under Uncertain Constraints
AISTATS 2019