• adapt@utia.cas.cz
RESEARCHER

Marko Ruman

📧 Email: ruman@utia.cas.cz
📞 Phone: +420 266 052 251

🔗 ORCID

🔬 Research Interests

Reinforcement learning Transfer learning Aplications of machine learning

📚 Education

Ph.D. – Mathematical Engineering State Doctoral Exam with honors Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University, Prague, Czech Republic – 2018 – Present MSc. – Mathematical Engineering GPA: 3.97 Magna cum laude Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University, Prague, Czech Republic Aug – 2018 – 2016 BSc. – Mathematical Engineering GPA: 3.55 Magna cum laude Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University, Prague, Czech Republic – 2016 – 2013

List of publications

  1. Ruman Marko, Guy Tatiana Valentine :  N-to-1 Knowledge Transfer in Reinforcement Learning via Adaptive Q-Function Selection , IEEE Access vol.14, 1 (2026), p. 45964-45976 [2026] Download Download DOI: 10.1109/ACCESS.2026.3676711
  2. Ruman Marko, Guy Tatiana Valentine :  Knowledge Transfer in Deep Reinforcement Learning via an RL-Specific GAN-Based Correspondence Function , IEEE Access vol.12, 1 (2024), p. 177204-177218 [2024] Download Download DOI: 10.1109/ACCESS.2024.3497589
  3. Kárný Miroslav, Ruman Marko :  Mixture ratio modeling of dynamic systems , International Journal of Adaptive Control and Signal Processing vol.35, 5 (2021), p. 660-675 [2021] Download Download DOI: 10.1002/acs.3219

  1. Guy Tatiana Valentine, Kárný Miroslav, Gaj Aleksej, Ruman Marko, Ružejnikov Jurij, Pelikán M. :  2025 DYNALIFE Conference on QUANTUM INFORMATION AND DECISION MAKING IN LIFE SCIENCES PROGRAMME and ABSTRACTS, Czech University of Life Sciences Prague, (Prague 2025) , DYNALIFE 2025 : Conference on QUANTUM INFORMATION AND DECISION MAKING IN LIFE SCIENCES, (Prague, CZ, 20250428) [2025] Download DOI: https://doi.org/10.5281/zenodo.15854639
  2. Ruman Marko, Kárný Miroslav :  Dynamic Mixture Ratio Model , Proceedings of the 2019 International Conference on Control, Artificial Intelligence, Robotics & Optimization (ICCAIRO), p. 92-99, The Institute of Electrical and Electronics Engineers, Inc., ( 2020) , International Conference on Control, Artificial Intelligence, Robotics & Optimization ICCAIRO 2019, (Athens, GR, 20191208) [2020] Download DOI: 10.1109/ICCAIRO47923.2019.00023
  3. Guy Tatiana Valentine, Ruman Marko, Hůla František, Kárný Miroslav :  Experimental Performance of Deliberation-Aware Responder in Multi-Proposer Ultimatum Game , Proceedings of the NIPS 2016 Workshop on Imperfect Decision Makers, p. 51-60 , Eds: Guy Tatiana Valentine, Kárný Miroslav, Rios-Insua D., Wolpert D. H., NIPS 2016 Workshop on Imperfect Decision Makers, (Barcelona, ES, 20161209) [2017] Download
  4. Ruman Marko, Hůla František, Kárný Miroslav, Guy Tatiana Valentine :  Deliberation-aware Responder in Multi-Proposer Ultimatum Game , Artificial Neural Networks and Machine Learning – ICANN 2016, p. 230-237, International Conference on Artificial Neural Networks 2016 /25./, (Barcelona, ES, 20160906) [2016] Download DOI: 10.1007/978-3-319-44778-0_27
  5. Hůla František, Ruman Marko, Kárný Miroslav :  Adaptive Proposer for Ultimatum Game , Artificial Neural Networks and Machine Learning – ICANN 2016, p. 330-338, International Conference on Artificial Neural Networks 2016 /25./, (Barcelona, ES, 20160906) [2016] Download DOI: 10.1007/978-3-319-44778-0_39