Dealing With Sparse Rewards Using Graph Neural Networks. - Matvey Gerasyov; Ilya Makarov (IEEE Access, 2023)

VIA AI: Reliable Deep Reinforcement Learning for Traffic Signal Control. - Matvey Gerasyov; Dmitrii Kiselev; Maxim Beketov; Ilya Makarov (ICDM (Workshops), 2024)

Enhancing Autonomous Driving With Spatial Memory and Attention in Reinforcement Learning. - Matvey Gerasyov; Andrey V. Savchenko; Ilya Makarov (IEEE Access, 2024)