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
Contents of on-line thesis archive
Published in Theses:- světu
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
Theses on a related topic
-
Assessing Policy Optimization agents using Algorithmic IQ test
Petr Zeman -
Risk-Sensitive Reinforcement Learning
Marek Kadlčík -
Detection of Diabetic Retinopathy using Deep Learning and Transfer Learning Techniques with Oversampling to Address Imbalanced Dataset
Teodora RANĐELOVIĆ -
Project of Managing Credit Risk of the Selected Portfolio of the Bank Risk Exposures by using the Methods of Basel III.
Galina Saenko -
Risk management in internationally diversified portfolio and its foreign exchange risk mitigation
Anna Vasylchenko -
Psychosocial determinants of antiretroviral therapy adherence amongst key populations (groups at high risk for HIV due to risk behaviors) in Abia State, Nigeria.
Osaro Solomon Efionayi -
Risk Management of Chinese Enterprises
Yian Chen -
A Framework for Strategic Risk Taking and Risk Management in Consumer Product Companies
Annicka Pries