Deep Risk-Constrained Reinforcement Learning with Safety Critics – Bc. Martin Gendiar
Bc. Martin Gendiar
Master's thesis
Deep Risk-Constrained Reinforcement Learning with Safety Critics
Deep Risk-Constrained Reinforcement Learning with Safety Critics
Abstract:
Táto diplomová práca sa zaoberá skúmaním zlepšovania bezpečnosti v rámci hlbokého spätnoväzobného učenia, najmä vo vysoko rizikových prostrediach. Hlavným prínosom tohto výskumu je vývoj a integrácia nového bezpečnostného kritika v rámci algoritmu proximal policy optimization. Táto inovácia má za cieľ vyvážiť maximalizáciu odmeny s minimalizáciou rizika, čím zabezpečuje bezpečnejšie rozhodovacie procesy …moreAbstract:
This thesis addresses the need for enhanced safety in deep reinforcement learning frameworks, particularly in high-risk environments. The central contribution of this research is the development and integration of a novel safety critic within the proximal policy optimization framework. This innovation aims to balance reward maximization with risk minimization, ensuring safer decision-making processes …more
Language used: English
Date on which the thesis was submitted / produced: 21. 5. 2024
Identifier:
https://is.muni.cz/th/pbhey/
Thesis defence
- Date of defence: 18. 6. 2024
- Supervisor: doc. RNDr. Petr Novotný, Ph.D.
- Reader: doc. RNDr. Tomáš Brázdil, Ph.D.
Citation record
Full text of thesis
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Other ways of accessing the text
Institution archiving the thesis and making it accessible: Masarykova univerzita, Fakulta informatikyMasaryk University
Faculty of InformaticsMaster programme / field:
Artificial intelligence and data processing / Machine learning and artificial intelligence
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