An Actor-Critic Framework for Online Control With Environment Stability Guarantee. - Pavel Osinenko; Grigory Yaremenko; Georgiy Malaniya; Anton Bolychev (IEEE Access, 2023)

Critic as Lyapunov function (CALF): a model-free, stability-ensuring agent. - Pavel Osinenko; Grigory Yaremenko; Roman Zashchitin; Anton Bolychev; Sinan Ibrahim; Dmitrii Dobriborsci (CDC, 2024)

Model-Free Control for Drop-on-Demand Droplet Generation Using Reinforcement Learning. - Mikhail Vulf; Anton Bolychev; Dmitry Kolomenskiy; Pavel Osinenko (ECC, 2024)

Optimal Flow Factor Determination in Vanadium Redox Flow Battery Control. - Alexander Morozov; Mikhail Pugach; Andrey Polyakov 001; Pavel Osinenko; Anton Bolychev; Vladimir V. Terzija; Sergey E. Parsegov (IEEE Access, 2024)

An approach to improve agent learning via guaranteeing goal reaching in all episodes. - Pavel Osinenko; Grigory Yaremenko; Georgiy Malaniya; Anton Bolychev (CoRR, 2024)

Multi-CALF: A Policy Combination Approach with Statistical Guarantees. - Georgiy Malaniya; Anton Bolychev; Grigory Yaremenko; Anastasia Krasnaya; Pavel Osinenko (CoRR, 2025)

A universal policy wrapper with guarantees. - Anton Bolychev; Georgiy Malaniya; Grigory Yaremenko; Anastasia Krasnaya; Pavel Osinenko (CoRR, 2025)