Ilnura Usmanova
7 papers · 2019–2025 · 6 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (15) π£ Hot Topic Early Bird π Conference Polyglot Β· Silver
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Topic Evolution
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Conference Pioneer
Top co-authors
Research topics
Keywords
black-box optimization
(2)
regret bound
(2)
log barrier
(2)
primal-dual method
(2)
constrained optimization
(2)
gaussian process
(1)
policy search
(1)
constraint satisfaction
(1)
model-based reinforcement learning
(1)
online convex optimization
(1)
online gradient ascent
(1)
bayesian optimization
(1)
euclidean projection
(1)
constrained markov decision process
(1)
nonsmooth optimization
(1)
safe reinforcement learning
(1)
zeroth-order optimization
(1)
safety constraint
(1)
safe optimization
(1)
frank-wolfe algorithm
(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
Fast Projection Onto Convex Smooth Constraints
ICML 2021
Risk-averse Heteroscedastic Bayesian Optimization
NeurIPS 2021
Safe non-smooth black-box optimization with application to policy search
L4DC 2020
Safe Convex Learning under Uncertain Constraints
AISTATS 2019