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Ing. Róbert Rauch

Ing. Róbert Rauch

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Róbert Rauch received his BSc. And MSc. Degrees in Informatics from Technical University of Košice, Slovakia in 2019 and 2021, respectively. He is currently pursuing his PhD at the Department of Computers and Informatics, Technical University of Košice under the supervision of prof. Ing. Juraj Gazda, PhD. His research interest is acceleration of computer vision tasks for autonomous vehicles in vehicular edge computing via split computing and early exiting.

Research interests:
  • Computer Vision
  • Edge Computing
  • Autonomous Mobility
  • Split Computing & Early Exiting
Publications:

2025

R. Rauch, Z. Bečvář, P. Mach, J. Gazda

Cooperative multi-agent deep reinforcement learning for dynamic task execution and resource allocation in vehicular edge computing

Journal: IEEE transactions on vehicular technology.

R. Rauch, J. Gazda, M. Levorato

Leveraging LSTM networks for adaptive deep learning in connected autonomous vehicles

Journal: 2025 IEEE Wireless Communications and Networking Conference.

C. Uličný, R. Rauch, J. Gazda, Z. Bečvář

Split computing in autonomous mobility for efficient semantic segmentation using transformers

Journal: 2025 IEEE Symposia on Computational Intelligence for Energy, Transport and Environmental Sustainability.

2022

R. Rauch, Š. Korečko, J. Gazda

Evaluation of proximal policy optimization with extensions in virtual environments of various complexity

Journal: 2022 32nd International Conference Radioelektronika, RADIOELEKTRONIKA 2022