Authors

regelum is developed by researchers and engineers working on reinforcement learning, control, and dynamical systems.

Georgiy Malaniya

Georgiy Malaniya received a specialist degree from the Faculty of Mechanics and Mathematics of Moscow State University in 2021. His research mainly focuses on control theory and machine learning. Georgiy has industrial experience in R&D at Huawei Tech as a research engineer in the field of machine learning from 2019 to 2021, developing time-series models based on Bayesian methods.

In 2021, Georgiy joined the Artificial Intelligence in Dynamic Action laboratory at Skoltech as a postgraduate researcher. His main area of research is reinforcement learning with safety guarantees.

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Anton Bolychev

Anton Bolychev received a diploma with honors from Moscow State University in 2020. In the industrial sector, Anton contributed to quantitative research at VTB Capital by developing infrastructure for pricing financial instruments and conducted machine learning and deep learning research at Kamaz.

Since 2022, Anton has been a PhD student and a member of the AIDA lab at Skoltech. He is focused on practical applications in reinforcement learning and optimal control.

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Pavel Osinenko

Pavel Osinenko received a diploma with honors from Bauman Moscow State Technical University in 2009 and a PhD degree from Dresden University of Technology in 2014. From 2011 through 2020, Pavel worked in German academic and industrial sectors as a principal engineer and researcher.

Since 2020, Pavel has been an assistant professor at Skoltech in Moscow. His profile is focused on reinforcement learning, nonlinear control, and computational aspects of dynamical systems.