at Swiss Data Science Center (SDSC) hub at PSI, Switzerland
PSI: https://www.psi.ch/en/lsm/people/ilnura-usmanova
Google Scholar: https://scholar.google.com/citations?user=XmljTDgAAAAJ
Contact: ilnura94 [at] gmail [dot] com
Currently, my research work includes developing statistical and optimization methods for various domains such as spectroscopy, power management, etc. My core research interests are mostly focused on developing safe learning and optimization algorithms for convex and non-convex constrained problems. Particular optimization domains of interest include robust optimization, chance constraints, derivative-free optimization algorithms, large-scale optimization, online learning. In future, I consider developing provably safe feedback control policies with application to robotics in uncertain environment, personalized medicine, etc.
Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning
Ilnura Usmanova, Yarden As, Maryam Kamgarpour*, Andreas Krause*
Journal of Machine Learning Research, 2024