The advent of advanced computational technologies and artificial intelligence has ushered in a new era of complex systems and applications, notably in the realms of autonomous …
S Dahiya - Journal of Innovative Technologies, 2023 - academicpinnacle.com
This paper explores the advancements in safe and robust reinforcement learning (RL), addressing the challenges and solutions associated with ensuring reliability and safety in …
JM Faria - Proceedings of the 26th Safety-Critical Systems …, 2018 - researchgate.net
Abstract Machine learning (ML) algorithms allow computers to learn without being explicitly programmed. Their utilization is spreading to highly sophisticated tasks across multiple …
J Jeyaraman, JNA Malaiyappan… - International Journal of …, 2024 - hcommons.org
Reinforcement learning, often known as RL, has developed as a strong paradigm to teach autonomous software agents to make choices in contexts that are both complicated and …
J Bragg, I Habli - Computer Safety, Reliability, and Security: SAFECOMP …, 2018 - Springer
Abstract Machine Learning algorithms are becoming more prevalent in critical systems where dynamic decision making and efficiency are the goal. As is the case for complex and …
Reinforcement Learning (RL) has achieved tremendous success in many complex decision- making tasks. However, safety concerns are raised during deploying RL in real-world …
H Cao, Z Cai, H Wei, W Lu, L Zhang… - arXiv preprint arXiv …, 2022 - arxiv.org
Reinforcement Learning (RL) algorithms show amazing performance in recent years, but placing RL in real-world applications such as self-driven vehicles may suffer safety …
W Xue-Song, W Rong-Rong, C Yu-Hu - Acta Automat-ica Sinica, 2023 - aas.net.cn
Reinforcement learning (RL) has proved a prominent success in the game of Go, video games, navigation, recommendation systems and other fields. However, a large number of …
Upcoming technological innovations and findings are immense in the field of intelligent transport systems (ITS). Cyber-physical systems (CPSs) are complex systems that integrate …